Epoch 1/500
WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (None, 12, 1).
WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (None, 12, 1).
787/798 [============================>.] - ETA: 0s - loss: 0.0014 - mean_squared_error: 0.0014WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (None, 12, 1).
Epoch 00001: loss improved from inf to 0.00134, saving model to ./model_LSTM/0\01-0.0004.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 0.0013 - mean_squared_error: 0.0013 - val_loss: 4.3313e-04 - val_mean_squared_error: 4.3313e-04
Epoch 2/500
796/798 [============================>.] - ETA: 0s - loss: 5.1503e-04 - mean_squared_error: 5.1503e-04
Epoch 00002: loss improved from 0.00134 to 0.00051, saving model to ./model_LSTM/0\02-0.0003.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 5.1463e-04 - mean_squared_error: 5.1463e-04 - val_loss: 2.7058e-04 - val_mean_squared_error: 2.7058e-04
Epoch 3/500
790/798 [============================>.] - ETA: 0s - loss: 4.3317e-04 - mean_squared_error: 4.3317e-04
Epoch 00003: loss improved from 0.00051 to 0.00043, saving model to ./model_LSTM/0\03-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 4.3041e-04 - mean_squared_error: 4.3041e-04 - val_loss: 8.5316e-05 - val_mean_squared_error: 8.5316e-05
Epoch 4/500
795/798 [============================>.] - ETA: 0s - loss: 4.2142e-04 - mean_squared_error: 4.2142e-04
Epoch 00004: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/0\04-0.0001.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 4.2098e-04 - mean_squared_error: 4.2098e-04 - val_loss: 6.6953e-05 - val_mean_squared_error: 6.6953e-05
Epoch 5/500
791/798 [============================>.] - ETA: 0s - loss: 3.5739e-04 - mean_squared_error: 3.5739e-04
Epoch 00005: loss improved from 0.00042 to 0.00036, saving model to ./model_LSTM/0\05-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.5553e-04 - mean_squared_error: 3.5553e-04 - val_loss: 5.2098e-05 - val_mean_squared_error: 5.2098e-05
Epoch 6/500
795/798 [============================>.] - ETA: 0s - loss: 3.8171e-04 - mean_squared_error: 3.8171e-04
Epoch 00006: loss did not improve from 0.00036
798/798 [==============================] - 5s 6ms/step - loss: 3.8055e-04 - mean_squared_error: 3.8055e-04 - val_loss: 9.0802e-05 - val_mean_squared_error: 9.0802e-05
Epoch 7/500
798/798 [==============================] - ETA: 0s - loss: 3.5886e-04 - mean_squared_error: 3.5886e-04
Epoch 00007: loss did not improve from 0.00036
798/798 [==============================] - 4s 5ms/step - loss: 3.5886e-04 - mean_squared_error: 3.5886e-04 - val_loss: 9.7375e-05 - val_mean_squared_error: 9.7375e-05
Epoch 8/500
789/798 [============================>.] - ETA: 0s - loss: 3.1245e-04 - mean_squared_error: 3.1245e-04
Epoch 00008: loss improved from 0.00036 to 0.00032, saving model to ./model_LSTM/0\08-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 3.1528e-04 - mean_squared_error: 3.1528e-04 - val_loss: 9.7285e-05 - val_mean_squared_error: 9.7285e-05
Epoch 9/500
798/798 [==============================] - ETA: 0s - loss: 3.2961e-04 - mean_squared_error: 3.2961e-04
Epoch 00009: loss did not improve from 0.00032
798/798 [==============================] - 4s 5ms/step - loss: 3.2961e-04 - mean_squared_error: 3.2961e-04 - val_loss: 1.5011e-04 - val_mean_squared_error: 1.5011e-04
Epoch 10/500
792/798 [============================>.] - ETA: 0s - loss: 3.1881e-04 - mean_squared_error: 3.1881e-04
Epoch 00010: loss did not improve from 0.00032
798/798 [==============================] - 4s 5ms/step - loss: 3.1687e-04 - mean_squared_error: 3.1687e-04 - val_loss: 6.7438e-05 - val_mean_squared_error: 6.7438e-05
Epoch 11/500
789/798 [============================>.] - ETA: 0s - loss: 2.8810e-04 - mean_squared_error: 2.8810e-04
Epoch 00011: loss improved from 0.00032 to 0.00029, saving model to ./model_LSTM/0\11-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 2.8866e-04 - mean_squared_error: 2.8866e-04 - val_loss: 5.6934e-05 - val_mean_squared_error: 5.6934e-05
Epoch 12/500
798/798 [==============================] - ETA: 0s - loss: 2.8727e-04 - mean_squared_error: 2.8727e-04
Epoch 00012: loss improved from 0.00029 to 0.00029, saving model to ./model_LSTM/0\12-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 2.8727e-04 - mean_squared_error: 2.8727e-04 - val_loss: 6.4646e-05 - val_mean_squared_error: 6.4646e-05
Epoch 13/500
797/798 [============================>.] - ETA: 0s - loss: 2.6774e-04 - mean_squared_error: 2.6774e-04
Epoch 00013: loss improved from 0.00029 to 0.00027, saving model to ./model_LSTM/0\13-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 2.6754e-04 - mean_squared_error: 2.6754e-04 - val_loss: 3.0833e-05 - val_mean_squared_error: 3.0833e-05
Epoch 14/500
789/798 [============================>.] - ETA: 0s - loss: 2.5074e-04 - mean_squared_error: 2.5074e-04
Epoch 00014: loss improved from 0.00027 to 0.00026, saving model to ./model_LSTM/0\14-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 2.5622e-04 - mean_squared_error: 2.5622e-04 - val_loss: 8.7782e-05 - val_mean_squared_error: 8.7782e-05
Epoch 15/500
798/798 [==============================] - ETA: 0s - loss: 2.3626e-04 - mean_squared_error: 2.3626e-04
Epoch 00015: loss improved from 0.00026 to 0.00024, saving model to ./model_LSTM/0\15-0.0001.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 2.3626e-04 - mean_squared_error: 2.3626e-04 - val_loss: 5.4179e-05 - val_mean_squared_error: 5.4179e-05
Epoch 16/500
797/798 [============================>.] - ETA: 0s - loss: 2.4502e-04 - mean_squared_error: 2.4502e-04
Epoch 00016: loss did not improve from 0.00024
798/798 [==============================] - 4s 5ms/step - loss: 2.4484e-04 - mean_squared_error: 2.4484e-04 - val_loss: 3.6614e-05 - val_mean_squared_error: 3.6614e-05
Epoch 17/500
795/798 [============================>.] - ETA: 0s - loss: 2.2744e-04 - mean_squared_error: 2.2744e-04
Epoch 00017: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/0\17-0.0001.hdf5
798/798 [==============================] - 7s 8ms/step - loss: 2.2722e-04 - mean_squared_error: 2.2722e-04 - val_loss: 8.6808e-05 - val_mean_squared_error: 8.6808e-05
Epoch 18/500
798/798 [==============================] - ETA: 0s - loss: 2.1754e-04 - mean_squared_error: 2.1754e-04
Epoch 00018: loss improved from 0.00023 to 0.00022, saving model to ./model_LSTM/0\18-0.0001.hdf5
798/798 [==============================] - 7s 9ms/step - loss: 2.1754e-04 - mean_squared_error: 2.1754e-04 - val_loss: 5.9605e-05 - val_mean_squared_error: 5.9605e-05
Epoch 19/500
794/798 [============================>.] - ETA: 0s - loss: 2.2282e-04 - mean_squared_error: 2.2282e-04
Epoch 00019: loss did not improve from 0.00022
798/798 [==============================] - 9s 11ms/step - loss: 2.2232e-04 - mean_squared_error: 2.2232e-04 - val_loss: 3.0222e-05 - val_mean_squared_error: 3.0222e-05
Epoch 20/500
789/798 [============================>.] - ETA: 0s - loss: 2.0857e-04 - mean_squared_error: 2.0857e-04
Epoch 00020: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/0\20-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 2.1065e-04 - mean_squared_error: 2.1065e-04 - val_loss: 3.1220e-05 - val_mean_squared_error: 3.1220e-05
Epoch 21/500
790/798 [============================>.] - ETA: 0s - loss: 1.8654e-04 - mean_squared_error: 1.8654e-04
Epoch 00021: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/0\21-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 1.9732e-04 - mean_squared_error: 1.9732e-04 - val_loss: 1.4326e-04 - val_mean_squared_error: 1.4326e-04
Epoch 22/500
795/798 [============================>.] - ETA: 0s - loss: 2.1014e-04 - mean_squared_error: 2.1014e-04
Epoch 00022: loss did not improve from 0.00020
798/798 [==============================] - 5s 6ms/step - loss: 2.0965e-04 - mean_squared_error: 2.0965e-04 - val_loss: 2.8640e-05 - val_mean_squared_error: 2.8640e-05
Epoch 23/500
796/798 [============================>.] - ETA: 0s - loss: 1.8633e-04 - mean_squared_error: 1.8633e-04
Epoch 00023: loss improved from 0.00020 to 0.00019, saving model to ./model_LSTM/0\23-0.0001.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 1.8619e-04 - mean_squared_error: 1.8619e-04 - val_loss: 5.1381e-05 - val_mean_squared_error: 5.1381e-05
Epoch 24/500
790/798 [============================>.] - ETA: 0s - loss: 1.8353e-04 - mean_squared_error: 1.8353e-04
Epoch 00024: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/0\24-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 1.8213e-04 - mean_squared_error: 1.8213e-04 - val_loss: 2.5666e-05 - val_mean_squared_error: 2.5666e-05
Epoch 25/500
796/798 [============================>.] - ETA: 0s - loss: 1.9838e-04 - mean_squared_error: 1.9838e-04
Epoch 00025: loss did not improve from 0.00018
798/798 [==============================] - 5s 6ms/step - loss: 1.9798e-04 - mean_squared_error: 1.9798e-04 - val_loss: 2.1206e-05 - val_mean_squared_error: 2.1206e-05
Epoch 26/500
795/798 [============================>.] - ETA: 0s - loss: 1.8615e-04 - mean_squared_error: 1.8615e-04
Epoch 00026: loss did not improve from 0.00018
798/798 [==============================] - 5s 7ms/step - loss: 1.8563e-04 - mean_squared_error: 1.8563e-04 - val_loss: 4.6319e-05 - val_mean_squared_error: 4.6319e-05
Epoch 27/500
796/798 [============================>.] - ETA: 0s - loss: 1.8584e-04 - mean_squared_error: 1.8584e-04
Epoch 00027: loss did not improve from 0.00018
798/798 [==============================] - 4s 5ms/step - loss: 1.8557e-04 - mean_squared_error: 1.8557e-04 - val_loss: 2.2146e-05 - val_mean_squared_error: 2.2146e-05
Epoch 28/500
791/798 [============================>.] - ETA: 0s - loss: 1.7929e-04 - mean_squared_error: 1.7929e-04
Epoch 00028: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/0\28-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.7920e-04 - mean_squared_error: 1.7920e-04 - val_loss: 1.7294e-05 - val_mean_squared_error: 1.7294e-05
Epoch 29/500
797/798 [============================>.] - ETA: 0s - loss: 1.7959e-04 - mean_squared_error: 1.7959e-04
Epoch 00029: loss did not improve from 0.00018
798/798 [==============================] - 4s 5ms/step - loss: 1.7945e-04 - mean_squared_error: 1.7945e-04 - val_loss: 1.8389e-05 - val_mean_squared_error: 1.8389e-05
Epoch 30/500
795/798 [============================>.] - ETA: 0s - loss: 1.8328e-04 - mean_squared_error: 1.8328e-04
Epoch 00030: loss did not improve from 0.00018
798/798 [==============================] - 4s 6ms/step - loss: 1.8274e-04 - mean_squared_error: 1.8274e-04 - val_loss: 3.5682e-05 - val_mean_squared_error: 3.5682e-05
Epoch 31/500
797/798 [============================>.] - ETA: 0s - loss: 1.7347e-04 - mean_squared_error: 1.7347e-04
Epoch 00031: loss did not improve from 0.00018
798/798 [==============================] - 4s 6ms/step - loss: 1.8212e-04 - mean_squared_error: 1.8212e-04 - val_loss: 8.3476e-05 - val_mean_squared_error: 8.3476e-05
Epoch 32/500
792/798 [============================>.] - ETA: 0s - loss: 1.6971e-04 - mean_squared_error: 1.6971e-04
Epoch 00032: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/0\32-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.6881e-04 - mean_squared_error: 1.6881e-04 - val_loss: 3.1746e-05 - val_mean_squared_error: 3.1746e-05
Epoch 33/500
798/798 [==============================] - ETA: 0s - loss: 1.8578e-04 - mean_squared_error: 1.8578e-04
Epoch 00033: loss did not improve from 0.00017
798/798 [==============================] - 4s 5ms/step - loss: 1.8578e-04 - mean_squared_error: 1.8578e-04 - val_loss: 2.2973e-05 - val_mean_squared_error: 2.2973e-05
Epoch 34/500
789/798 [============================>.] - ETA: 0s - loss: 1.5595e-04 - mean_squared_error: 1.5595e-04
Epoch 00034: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/0\34-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5581e-04 - mean_squared_error: 1.5581e-04 - val_loss: 3.2987e-05 - val_mean_squared_error: 3.2987e-05
Epoch 35/500
797/798 [============================>.] - ETA: 0s - loss: 1.6831e-04 - mean_squared_error: 1.6831e-04
Epoch 00035: loss did not improve from 0.00016
798/798 [==============================] - 4s 5ms/step - loss: 1.6818e-04 - mean_squared_error: 1.6818e-04 - val_loss: 1.3977e-05 - val_mean_squared_error: 1.3977e-05
Epoch 36/500
795/798 [============================>.] - ETA: 0s - loss: 1.6932e-04 - mean_squared_error: 1.6932e-04
Epoch 00036: loss did not improve from 0.00016
798/798 [==============================] - 4s 5ms/step - loss: 1.6885e-04 - mean_squared_error: 1.6885e-04 - val_loss: 1.5515e-05 - val_mean_squared_error: 1.5515e-05
Epoch 37/500
797/798 [============================>.] - ETA: 0s - loss: 1.6049e-04 - mean_squared_error: 1.6049e-04
Epoch 00037: loss did not improve from 0.00016
798/798 [==============================] - 4s 5ms/step - loss: 1.6036e-04 - mean_squared_error: 1.6036e-04 - val_loss: 2.1629e-05 - val_mean_squared_error: 2.1629e-05
Epoch 38/500
790/798 [============================>.] - ETA: 0s - loss: 1.4790e-04 - mean_squared_error: 1.4790e-04
Epoch 00038: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/0\38-0.0002.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5575e-04 - mean_squared_error: 1.5575e-04 - val_loss: 1.6036e-04 - val_mean_squared_error: 1.6036e-04
Epoch 39/500
797/798 [============================>.] - ETA: 0s - loss: 1.5278e-04 - mean_squared_error: 1.5278e-04
Epoch 00039: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/0\39-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5266e-04 - mean_squared_error: 1.5266e-04 - val_loss: 3.8914e-05 - val_mean_squared_error: 3.8914e-05
Epoch 40/500
798/798 [==============================] - ETA: 0s - loss: 1.6862e-04 - mean_squared_error: 1.6862e-04
Epoch 00040: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.6862e-04 - mean_squared_error: 1.6862e-04 - val_loss: 2.2814e-05 - val_mean_squared_error: 2.2814e-05
Epoch 41/500
797/798 [============================>.] - ETA: 0s - loss: 1.5197e-04 - mean_squared_error: 1.5197e-04
Epoch 00041: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/0\41-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5186e-04 - mean_squared_error: 1.5186e-04 - val_loss: 3.1815e-05 - val_mean_squared_error: 3.1815e-05
Epoch 42/500
791/798 [============================>.] - ETA: 0s - loss: 1.5403e-04 - mean_squared_error: 1.5403e-04
Epoch 00042: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5291e-04 - mean_squared_error: 1.5291e-04 - val_loss: 2.2063e-05 - val_mean_squared_error: 2.2063e-05
Epoch 43/500
795/798 [============================>.] - ETA: 0s - loss: 1.5395e-04 - mean_squared_error: 1.5395e-04
Epoch 00043: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5350e-04 - mean_squared_error: 1.5350e-04 - val_loss: 2.6795e-05 - val_mean_squared_error: 2.6795e-05
Epoch 44/500
796/798 [============================>.] - ETA: 0s - loss: 1.5889e-04 - mean_squared_error: 1.5889e-04
Epoch 00044: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5861e-04 - mean_squared_error: 1.5861e-04 - val_loss: 3.6558e-05 - val_mean_squared_error: 3.6558e-05
Epoch 45/500
793/798 [============================>.] - ETA: 0s - loss: 1.5509e-04 - mean_squared_error: 1.5509e-04
Epoch 00045: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5448e-04 - mean_squared_error: 1.5448e-04 - val_loss: 1.6310e-05 - val_mean_squared_error: 1.6310e-05
Epoch 46/500
787/798 [============================>.] - ETA: 0s - loss: 1.5168e-04 - mean_squared_error: 1.5168e-04
Epoch 00046: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/0\46-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.5031e-04 - mean_squared_error: 1.5031e-04 - val_loss: 1.7904e-05 - val_mean_squared_error: 1.7904e-05
Epoch 47/500
788/798 [============================>.] - ETA: 0s - loss: 1.5119e-04 - mean_squared_error: 1.5119e-04
Epoch 00047: loss did not improve from 0.00015
798/798 [==============================] - 4s 5ms/step - loss: 1.5106e-04 - mean_squared_error: 1.5106e-04 - val_loss: 3.6589e-05 - val_mean_squared_error: 3.6589e-05
Epoch 48/500
795/798 [============================>.] - ETA: 0s - loss: 1.3247e-04 - mean_squared_error: 1.3247e-04
Epoch 00048: loss improved from 0.00015 to 0.00013, saving model to ./model_LSTM/0\48-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.3229e-04 - mean_squared_error: 1.3229e-04 - val_loss: 1.2984e-05 - val_mean_squared_error: 1.2984e-05
Epoch 49/500
788/798 [============================>.] - ETA: 0s - loss: 1.4102e-04 - mean_squared_error: 1.4102e-04
Epoch 00049: loss did not improve from 0.00013
798/798 [==============================] - 4s 4ms/step - loss: 1.4330e-04 - mean_squared_error: 1.4330e-04 - val_loss: 1.2624e-04 - val_mean_squared_error: 1.2624e-04
Epoch 50/500
798/798 [==============================] - ETA: 0s - loss: 1.4815e-04 - mean_squared_error: 1.4815e-04
Epoch 00050: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.4815e-04 - mean_squared_error: 1.4815e-04 - val_loss: 1.2813e-05 - val_mean_squared_error: 1.2813e-05
Epoch 51/500
787/798 [============================>.] - ETA: 0s - loss: 1.4259e-04 - mean_squared_error: 1.4259e-04
Epoch 00051: loss did not improve from 0.00013
798/798 [==============================] - 4s 4ms/step - loss: 1.4170e-04 - mean_squared_error: 1.4170e-04 - val_loss: 3.2723e-05 - val_mean_squared_error: 3.2723e-05
Epoch 52/500
786/798 [============================>.] - ETA: 0s - loss: 1.4401e-04 - mean_squared_error: 1.4401e-04
Epoch 00052: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.4383e-04 - mean_squared_error: 1.4383e-04 - val_loss: 1.7558e-05 - val_mean_squared_error: 1.7558e-05
Epoch 53/500
790/798 [============================>.] - ETA: 0s - loss: 1.3270e-04 - mean_squared_error: 1.3270e-04
Epoch 00053: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/0\53-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 1.3154e-04 - mean_squared_error: 1.3154e-04 - val_loss: 3.3440e-05 - val_mean_squared_error: 3.3440e-05
Epoch 54/500
798/798 [==============================] - ETA: 0s - loss: 1.3923e-04 - mean_squared_error: 1.3923e-04
Epoch 00054: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.3923e-04 - mean_squared_error: 1.3923e-04 - val_loss: 1.8836e-05 - val_mean_squared_error: 1.8836e-05
Epoch 55/500
792/798 [============================>.] - ETA: 0s - loss: 1.3915e-04 - mean_squared_error: 1.3915e-04
Epoch 00055: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.3893e-04 - mean_squared_error: 1.3893e-04 - val_loss: 2.2990e-05 - val_mean_squared_error: 2.2990e-05
Epoch 56/500
793/798 [============================>.] - ETA: 0s - loss: 1.3531e-04 - mean_squared_error: 1.3531e-04
Epoch 00056: loss did not improve from 0.00013
798/798 [==============================] - 5s 6ms/step - loss: 1.3466e-04 - mean_squared_error: 1.3466e-04 - val_loss: 1.4516e-05 - val_mean_squared_error: 1.4516e-05
Epoch 57/500
786/798 [============================>.] - ETA: 0s - loss: 1.3818e-04 - mean_squared_error: 1.3818e-04
Epoch 00057: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.3763e-04 - mean_squared_error: 1.3763e-04 - val_loss: 2.2406e-05 - val_mean_squared_error: 2.2406e-05
Epoch 58/500
788/798 [============================>.] - ETA: 0s - loss: 1.4447e-04 - mean_squared_error: 1.4447e-04
Epoch 00058: loss did not improve from 0.00013
798/798 [==============================] - 4s 5ms/step - loss: 1.4303e-04 - mean_squared_error: 1.4303e-04 - val_loss: 2.1811e-05 - val_mean_squared_error: 2.1811e-05
Epoch 00058: early stopping
Epoch 1/500
2175/2175 [==============================] - ETA: 0s - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/1\01-0.0000.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05 - val_loss: 3.3358e-05 - val_mean_squared_error: 3.3358e-05
Epoch 2/500
2167/2175 [============================>.] - ETA: 0s - loss: 6.5548e-05 - mean_squared_error: 6.5548e-05
Epoch 00002: loss did not improve from 0.00006
2175/2175 [==============================] - 10s 5ms/step - loss: 6.5350e-05 - mean_squared_error: 6.5350e-05 - val_loss: 3.6415e-05 - val_mean_squared_error: 3.6415e-05
Epoch 3/500
2173/2175 [============================>.] - ETA: 0s - loss: 6.0576e-05 - mean_squared_error: 6.0576e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\03-0.0001.hdf5
2175/2175 [==============================] - 11s 5ms/step - loss: 6.0578e-05 - mean_squared_error: 6.0578e-05 - val_loss: 7.9423e-05 - val_mean_squared_error: 7.9423e-05
Epoch 4/500
2173/2175 [============================>.] - ETA: 0s - loss: 6.4656e-05 - mean_squared_error: 6.4656e-05
Epoch 00004: loss did not improve from 0.00006
2175/2175 [==============================] - 11s 5ms/step - loss: 6.4688e-05 - mean_squared_error: 6.4688e-05 - val_loss: 4.1765e-05 - val_mean_squared_error: 4.1765e-05
Epoch 5/500
2171/2175 [============================>.] - ETA: 0s - loss: 6.0375e-05 - mean_squared_error: 6.0375e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\05-0.0000.hdf5
2175/2175 [==============================] - 12s 5ms/step - loss: 6.0364e-05 - mean_squared_error: 6.0364e-05 - val_loss: 3.9710e-05 - val_mean_squared_error: 3.9710e-05
Epoch 6/500
2173/2175 [============================>.] - ETA: 0s - loss: 6.1150e-05 - mean_squared_error: 6.1150e-05
Epoch 00006: loss did not improve from 0.00006
2175/2175 [==============================] - 12s 5ms/step - loss: 6.1117e-05 - mean_squared_error: 6.1117e-05 - val_loss: 4.2718e-05 - val_mean_squared_error: 4.2718e-05
Epoch 7/500
2163/2175 [============================>.] - ETA: 0s - loss: 5.6620e-05 - mean_squared_error: 5.6620e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\07-0.0000.hdf5
2175/2175 [==============================] - 11s 5ms/step - loss: 5.6456e-05 - mean_squared_error: 5.6456e-05 - val_loss: 3.4081e-05 - val_mean_squared_error: 3.4081e-05
Epoch 8/500
2168/2175 [============================>.] - ETA: 0s - loss: 5.6299e-05 - mean_squared_error: 5.6299e-05
Epoch 00008: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\08-0.0000.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 5.6263e-05 - mean_squared_error: 5.6263e-05 - val_loss: 3.7720e-05 - val_mean_squared_error: 3.7720e-05
Epoch 9/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.6122e-05 - mean_squared_error: 5.6122e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\09-0.0000.hdf5
2175/2175 [==============================] - 10s 4ms/step - loss: 5.5996e-05 - mean_squared_error: 5.5996e-05 - val_loss: 3.4602e-05 - val_mean_squared_error: 3.4602e-05
Epoch 10/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.7296e-05 - mean_squared_error: 5.7296e-05
Epoch 00010: loss did not improve from 0.00006
2175/2175 [==============================] - 10s 5ms/step - loss: 5.7134e-05 - mean_squared_error: 5.7134e-05 - val_loss: 3.6065e-05 - val_mean_squared_error: 3.6065e-05
Epoch 11/500
2174/2175 [============================>.] - ETA: 0s - loss: 5.6765e-05 - mean_squared_error: 5.6765e-05
Epoch 00011: loss did not improve from 0.00006
2175/2175 [==============================] - 10s 5ms/step - loss: 5.6864e-05 - mean_squared_error: 5.6864e-05 - val_loss: 3.7606e-05 - val_mean_squared_error: 3.7606e-05
Epoch 12/500
2163/2175 [============================>.] - ETA: 0s - loss: 5.5015e-05 - mean_squared_error: 5.5015e-05
Epoch 00012: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/1\12-0.0001.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 5.5206e-05 - mean_squared_error: 5.5206e-05 - val_loss: 7.5985e-05 - val_mean_squared_error: 7.5985e-05
Epoch 13/500
2164/2175 [============================>.] - ETA: 0s - loss: 5.5436e-05 - mean_squared_error: 5.5436e-05
Epoch 00013: loss did not improve from 0.00006
2175/2175 [==============================] - 11s 5ms/step - loss: 5.5571e-05 - mean_squared_error: 5.5571e-05 - val_loss: 4.5495e-05 - val_mean_squared_error: 4.5495e-05
Epoch 14/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.4363e-05 - mean_squared_error: 5.4363e-05
Epoch 00014: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/1\14-0.0000.hdf5
2175/2175 [==============================] - 10s 5ms/step - loss: 5.4440e-05 - mean_squared_error: 5.4440e-05 - val_loss: 4.0185e-05 - val_mean_squared_error: 4.0185e-05
Epoch 15/500
2175/2175 [==============================] - ETA: 0s - loss: 4.9488e-05 - mean_squared_error: 4.9488e-05
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/1\15-0.0000.hdf5
2175/2175 [==============================] - 12s 6ms/step - loss: 4.9488e-05 - mean_squared_error: 4.9488e-05 - val_loss: 3.2846e-05 - val_mean_squared_error: 3.2846e-05
Epoch 16/500
2164/2175 [============================>.] - ETA: 0s - loss: 5.4448e-05 - mean_squared_error: 5.4448e-05
Epoch 00016: loss did not improve from 0.00005
2175/2175 [==============================] - 11s 5ms/step - loss: 5.4274e-05 - mean_squared_error: 5.4274e-05 - val_loss: 3.7777e-05 - val_mean_squared_error: 3.7777e-05
Epoch 17/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.3557e-05 - mean_squared_error: 5.3557e-05
Epoch 00017: loss did not improve from 0.00005
2175/2175 [==============================] - 13s 6ms/step - loss: 5.3443e-05 - mean_squared_error: 5.3443e-05 - val_loss: 5.4907e-05 - val_mean_squared_error: 5.4907e-05
Epoch 18/500
2171/2175 [============================>.] - ETA: 0s - loss: 5.1951e-05 - mean_squared_error: 5.1951e-05
Epoch 00018: loss did not improve from 0.00005
2175/2175 [==============================] - 12s 6ms/step - loss: 5.2037e-05 - mean_squared_error: 5.2037e-05 - val_loss: 4.2978e-05 - val_mean_squared_error: 4.2978e-05
Epoch 19/500
2172/2175 [============================>.] - ETA: 0s - loss: 5.0599e-05 - mean_squared_error: 5.0599e-05
Epoch 00019: loss did not improve from 0.00005
2175/2175 [==============================] - 11s 5ms/step - loss: 5.0643e-05 - mean_squared_error: 5.0643e-05 - val_loss: 4.0755e-05 - val_mean_squared_error: 4.0755e-05
Epoch 20/500
2166/2175 [============================>.] - ETA: 0s - loss: 5.1253e-05 - mean_squared_error: 5.1253e-05
Epoch 00020: loss did not improve from 0.00005
2175/2175 [==============================] - 10s 5ms/step - loss: 5.1106e-05 - mean_squared_error: 5.1106e-05 - val_loss: 3.3666e-05 - val_mean_squared_error: 3.3666e-05
Epoch 00020: early stopping
Epoch 1/500
WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (20, 12, 1).
985/990 [============================>.] - ETA: 0s - loss: 5.9717e-05 - mean_squared_error: 5.9717e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/2\01-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 6.0158e-05 - mean_squared_error: 6.0158e-05 - val_loss: 1.2060e-04 - val_mean_squared_error: 1.2060e-04
Epoch 2/500
989/990 [============================>.] - ETA: 0s - loss: 5.8668e-05 - mean_squared_error: 5.8668e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/2\02-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.8635e-05 - mean_squared_error: 5.8635e-05 - val_loss: 1.0521e-04 - val_mean_squared_error: 1.0521e-04
Epoch 3/500
988/990 [============================>.] - ETA: 0s - loss: 5.5445e-05 - mean_squared_error: 5.5445e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/2\03-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.5366e-05 - mean_squared_error: 5.5366e-05 - val_loss: 1.0795e-04 - val_mean_squared_error: 1.0795e-04
Epoch 4/500
979/990 [============================>.] - ETA: 0s - loss: 5.4159e-05 - mean_squared_error: 5.4159e-05
Epoch 00004: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/2\04-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.3763e-05 - mean_squared_error: 5.3763e-05 - val_loss: 1.0155e-04 - val_mean_squared_error: 1.0155e-04
Epoch 5/500
980/990 [============================>.] - ETA: 0s - loss: 5.5232e-05 - mean_squared_error: 5.5232e-05
Epoch 00005: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4779e-05 - mean_squared_error: 5.4779e-05 - val_loss: 1.2425e-04 - val_mean_squared_error: 1.2425e-04
Epoch 6/500
983/990 [============================>.] - ETA: 0s - loss: 5.4133e-05 - mean_squared_error: 5.4133e-05
Epoch 00006: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3790e-05 - mean_squared_error: 5.3790e-05 - val_loss: 1.1519e-04 - val_mean_squared_error: 1.1519e-04
Epoch 7/500
981/990 [============================>.] - ETA: 0s - loss: 5.5378e-05 - mean_squared_error: 5.5378e-05
Epoch 00007: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4965e-05 - mean_squared_error: 5.4965e-05 - val_loss: 1.1288e-04 - val_mean_squared_error: 1.1288e-04
Epoch 8/500
978/990 [============================>.] - ETA: 0s - loss: 5.2613e-05 - mean_squared_error: 5.2613e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/2\08-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.2594e-05 - mean_squared_error: 5.2594e-05 - val_loss: 1.1824e-04 - val_mean_squared_error: 1.1824e-04
Epoch 9/500
976/990 [============================>.] - ETA: 0s - loss: 5.4044e-05 - mean_squared_error: 5.4044e-05
Epoch 00009: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4869e-05 - mean_squared_error: 5.4869e-05 - val_loss: 1.1738e-04 - val_mean_squared_error: 1.1738e-04
Epoch 10/500
983/990 [============================>.] - ETA: 0s - loss: 5.4583e-05 - mean_squared_error: 5.4583e-05
Epoch 00010: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4300e-05 - mean_squared_error: 5.4300e-05 - val_loss: 1.1403e-04 - val_mean_squared_error: 1.1403e-04
Epoch 11/500
978/990 [============================>.] - ETA: 0s - loss: 5.4231e-05 - mean_squared_error: 5.4231e-05
Epoch 00011: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3865e-05 - mean_squared_error: 5.3865e-05 - val_loss: 1.1518e-04 - val_mean_squared_error: 1.1518e-04
Epoch 12/500
982/990 [============================>.] - ETA: 0s - loss: 5.3693e-05 - mean_squared_error: 5.3693e-05
Epoch 00012: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3417e-05 - mean_squared_error: 5.3417e-05 - val_loss: 1.1124e-04 - val_mean_squared_error: 1.1124e-04
Epoch 13/500
978/990 [============================>.] - ETA: 0s - loss: 5.3465e-05 - mean_squared_error: 5.3465e-05
Epoch 00013: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3276e-05 - mean_squared_error: 5.3276e-05 - val_loss: 1.3695e-04 - val_mean_squared_error: 1.3695e-04
Epoch 00013: early stopping
Epoch 1/500
990/990 [==============================] - ETA: 0s - loss: 5.5183e-05 - mean_squared_error: 5.5183e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/3\01-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.5183e-05 - mean_squared_error: 5.5183e-05 - val_loss: 1.3070e-04 - val_mean_squared_error: 1.3070e-04
Epoch 2/500
984/990 [============================>.] - ETA: 0s - loss: 5.2013e-05 - mean_squared_error: 5.2013e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/3\02-0.0001.hdf5
990/990 [==============================] - 4s 4ms/step - loss: 5.1766e-05 - mean_squared_error: 5.1766e-05 - val_loss: 1.1028e-04 - val_mean_squared_error: 1.1028e-04
Epoch 3/500
989/990 [============================>.] - ETA: 0s - loss: 5.4990e-05 - mean_squared_error: 5.4990e-05
Epoch 00003: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4938e-05 - mean_squared_error: 5.4938e-05 - val_loss: 1.0658e-04 - val_mean_squared_error: 1.0658e-04
Epoch 4/500
988/990 [============================>.] - ETA: 0s - loss: 5.4063e-05 - mean_squared_error: 5.4063e-05
Epoch 00004: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.4520e-05 - mean_squared_error: 5.4520e-05 - val_loss: 1.2241e-04 - val_mean_squared_error: 1.2241e-04
Epoch 5/500
988/990 [============================>.] - ETA: 0s - loss: 5.3576e-05 - mean_squared_error: 5.3576e-05
Epoch 00005: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3475e-05 - mean_squared_error: 5.3475e-05 - val_loss: 1.3220e-04 - val_mean_squared_error: 1.3220e-04
Epoch 6/500
986/990 [============================>.] - ETA: 0s - loss: 5.2838e-05 - mean_squared_error: 5.2838e-05
Epoch 00006: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.2996e-05 - mean_squared_error: 5.2996e-05 - val_loss: 1.2282e-04 - val_mean_squared_error: 1.2282e-04
Epoch 7/500
987/990 [============================>.] - ETA: 0s - loss: 5.3834e-05 - mean_squared_error: 5.3834e-05
Epoch 00007: loss did not improve from 0.00005
990/990 [==============================] - 4s 4ms/step - loss: 5.3723e-05 - mean_squared_error: 5.3723e-05 - val_loss: 1.1090e-04 - val_mean_squared_error: 1.1090e-04
Epoch 00007: early stopping
Epoch 1/500
1639/1642 [============================>.] - ETA: 0s - loss: 0.0012 - mean_squared_error: 0.0012
Epoch 00001: loss improved from inf to 0.00122, saving model to ./model_LSTM/4\01-0.0007.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 0.0012 - mean_squared_error: 0.0012 - val_loss: 6.6704e-04 - val_mean_squared_error: 6.6704e-04
Epoch 2/500
1635/1642 [============================>.] - ETA: 0s - loss: 9.6290e-04 - mean_squared_error: 9.6290e-04
Epoch 00002: loss improved from 0.00122 to 0.00096, saving model to ./model_LSTM/4\02-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 9.6049e-04 - mean_squared_error: 9.6049e-04 - val_loss: 6.2948e-04 - val_mean_squared_error: 6.2948e-04
Epoch 3/500
1641/1642 [============================>.] - ETA: 0s - loss: 9.1742e-04 - mean_squared_error: 9.1742e-04
Epoch 00003: loss improved from 0.00096 to 0.00092, saving model to ./model_LSTM/4\03-0.0007.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 9.1708e-04 - mean_squared_error: 9.1708e-04 - val_loss: 6.9184e-04 - val_mean_squared_error: 6.9184e-04
Epoch 4/500
1642/1642 [==============================] - ETA: 0s - loss: 8.8950e-04 - mean_squared_error: 8.8950e-04
Epoch 00004: loss improved from 0.00092 to 0.00089, saving model to ./model_LSTM/4\04-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 8.8950e-04 - mean_squared_error: 8.8950e-04 - val_loss: 5.8701e-04 - val_mean_squared_error: 5.8701e-04
Epoch 5/500
1635/1642 [============================>.] - ETA: 0s - loss: 8.6639e-04 - mean_squared_error: 8.6639e-04
Epoch 00005: loss improved from 0.00089 to 0.00087, saving model to ./model_LSTM/4\05-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.6889e-04 - mean_squared_error: 8.6889e-04 - val_loss: 6.2047e-04 - val_mean_squared_error: 6.2047e-04
Epoch 6/500
1640/1642 [============================>.] - ETA: 0s - loss: 8.6306e-04 - mean_squared_error: 8.6306e-04
Epoch 00006: loss improved from 0.00087 to 0.00086, saving model to ./model_LSTM/4\06-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.6252e-04 - mean_squared_error: 8.6252e-04 - val_loss: 5.5400e-04 - val_mean_squared_error: 5.5400e-04
Epoch 7/500
1642/1642 [==============================] - ETA: 0s - loss: 8.5191e-04 - mean_squared_error: 8.5191e-04
Epoch 00007: loss improved from 0.00086 to 0.00085, saving model to ./model_LSTM/4\07-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.5191e-04 - mean_squared_error: 8.5191e-04 - val_loss: 5.5763e-04 - val_mean_squared_error: 5.5763e-04
Epoch 8/500
1639/1642 [============================>.] - ETA: 0s - loss: 8.3908e-04 - mean_squared_error: 8.3908e-04
Epoch 00008: loss improved from 0.00085 to 0.00084, saving model to ./model_LSTM/4\08-0.0005.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 8.3792e-04 - mean_squared_error: 8.3792e-04 - val_loss: 5.0956e-04 - val_mean_squared_error: 5.0956e-04
Epoch 9/500
1633/1642 [============================>.] - ETA: 0s - loss: 8.3616e-04 - mean_squared_error: 8.3616e-04
Epoch 00009: loss improved from 0.00084 to 0.00083, saving model to ./model_LSTM/4\09-0.0005.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 8.3411e-04 - mean_squared_error: 8.3411e-04 - val_loss: 5.4382e-04 - val_mean_squared_error: 5.4382e-04
Epoch 10/500
1637/1642 [============================>.] - ETA: 0s - loss: 8.2707e-04 - mean_squared_error: 8.2707e-04
Epoch 00010: loss improved from 0.00083 to 0.00083, saving model to ./model_LSTM/4\10-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.2623e-04 - mean_squared_error: 8.2623e-04 - val_loss: 5.1978e-04 - val_mean_squared_error: 5.1978e-04
Epoch 11/500
1641/1642 [============================>.] - ETA: 0s - loss: 8.1787e-04 - mean_squared_error: 8.1787e-04
Epoch 00011: loss improved from 0.00083 to 0.00082, saving model to ./model_LSTM/4\11-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 8.1753e-04 - mean_squared_error: 8.1753e-04 - val_loss: 4.9541e-04 - val_mean_squared_error: 4.9541e-04
Epoch 12/500
1632/1642 [============================>.] - ETA: 0s - loss: 8.1584e-04 - mean_squared_error: 8.1584e-04
Epoch 00012: loss improved from 0.00082 to 0.00082, saving model to ./model_LSTM/4\12-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.1577e-04 - mean_squared_error: 8.1577e-04 - val_loss: 5.2561e-04 - val_mean_squared_error: 5.2561e-04
Epoch 13/500
1630/1642 [============================>.] - ETA: 0s - loss: 8.1707e-04 - mean_squared_error: 8.1707e-04
Epoch 00013: loss improved from 0.00082 to 0.00081, saving model to ./model_LSTM/4\13-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.1479e-04 - mean_squared_error: 8.1479e-04 - val_loss: 5.5553e-04 - val_mean_squared_error: 5.5553e-04
Epoch 14/500
1631/1642 [============================>.] - ETA: 0s - loss: 8.1074e-04 - mean_squared_error: 8.1074e-04
Epoch 00014: loss improved from 0.00081 to 0.00081, saving model to ./model_LSTM/4\14-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.1082e-04 - mean_squared_error: 8.1082e-04 - val_loss: 4.7945e-04 - val_mean_squared_error: 4.7945e-04
Epoch 15/500
1631/1642 [============================>.] - ETA: 0s - loss: 8.0911e-04 - mean_squared_error: 8.0911e-04
Epoch 00015: loss improved from 0.00081 to 0.00081, saving model to ./model_LSTM/4\15-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 8.0876e-04 - mean_squared_error: 8.0876e-04 - val_loss: 5.1599e-04 - val_mean_squared_error: 5.1599e-04
Epoch 16/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.9868e-04 - mean_squared_error: 7.9868e-04
Epoch 00016: loss improved from 0.00081 to 0.00080, saving model to ./model_LSTM/4\16-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.9743e-04 - mean_squared_error: 7.9743e-04 - val_loss: 4.5836e-04 - val_mean_squared_error: 4.5836e-04
Epoch 17/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.9522e-04 - mean_squared_error: 7.9522e-04
Epoch 00017: loss improved from 0.00080 to 0.00079, saving model to ./model_LSTM/4\17-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.9434e-04 - mean_squared_error: 7.9434e-04 - val_loss: 4.7820e-04 - val_mean_squared_error: 4.7820e-04
Epoch 18/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.9087e-04 - mean_squared_error: 7.9087e-04
Epoch 00018: loss improved from 0.00079 to 0.00079, saving model to ./model_LSTM/4\18-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.9410e-04 - mean_squared_error: 7.9410e-04 - val_loss: 5.3786e-04 - val_mean_squared_error: 5.3786e-04
Epoch 19/500
1632/1642 [============================>.] - ETA: 0s - loss: 7.9028e-04 - mean_squared_error: 7.9028e-04
Epoch 00019: loss improved from 0.00079 to 0.00079, saving model to ./model_LSTM/4\19-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.9170e-04 - mean_squared_error: 7.9170e-04 - val_loss: 4.9643e-04 - val_mean_squared_error: 4.9643e-04
Epoch 20/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.8535e-04 - mean_squared_error: 7.8535e-04
Epoch 00020: loss improved from 0.00079 to 0.00079, saving model to ./model_LSTM/4\20-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.8667e-04 - mean_squared_error: 7.8667e-04 - val_loss: 5.3100e-04 - val_mean_squared_error: 5.3100e-04
Epoch 21/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.7962e-04 - mean_squared_error: 7.7962e-04
Epoch 00021: loss improved from 0.00079 to 0.00078, saving model to ./model_LSTM/4\21-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.8107e-04 - mean_squared_error: 7.8107e-04 - val_loss: 5.5496e-04 - val_mean_squared_error: 5.5496e-04
Epoch 22/500
1639/1642 [============================>.] - ETA: 0s - loss: 7.7898e-04 - mean_squared_error: 7.7898e-04
Epoch 00022: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\22-0.0007.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.7975e-04 - mean_squared_error: 7.7975e-04 - val_loss: 6.8289e-04 - val_mean_squared_error: 6.8289e-04
Epoch 23/500
1635/1642 [============================>.] - ETA: 0s - loss: 7.8059e-04 - mean_squared_error: 7.8059e-04
Epoch 00023: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\23-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.7929e-04 - mean_squared_error: 7.7929e-04 - val_loss: 4.6912e-04 - val_mean_squared_error: 4.6912e-04
Epoch 24/500
1642/1642 [==============================] - ETA: 0s - loss: 7.7721e-04 - mean_squared_error: 7.7721e-04
Epoch 00024: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\24-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 7.7721e-04 - mean_squared_error: 7.7721e-04 - val_loss: 4.6212e-04 - val_mean_squared_error: 4.6212e-04
Epoch 25/500
1639/1642 [============================>.] - ETA: 0s - loss: 7.7684e-04 - mean_squared_error: 7.7684e-04
Epoch 00025: loss improved from 0.00078 to 0.00078, saving model to ./model_LSTM/4\25-0.0005.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 7.7660e-04 - mean_squared_error: 7.7660e-04 - val_loss: 4.9853e-04 - val_mean_squared_error: 4.9853e-04
Epoch 26/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.6392e-04 - mean_squared_error: 7.6392e-04
Epoch 00026: loss improved from 0.00078 to 0.00077, saving model to ./model_LSTM/4\26-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 7.6741e-04 - mean_squared_error: 7.6741e-04 - val_loss: 4.7204e-04 - val_mean_squared_error: 4.7204e-04
Epoch 27/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.6749e-04 - mean_squared_error: 7.6749e-04
Epoch 00027: loss did not improve from 0.00077
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6921e-04 - mean_squared_error: 7.6921e-04 - val_loss: 8.3936e-04 - val_mean_squared_error: 8.3936e-04
Epoch 28/500
1631/1642 [============================>.] - ETA: 0s - loss: 7.6452e-04 - mean_squared_error: 7.6452e-04
Epoch 00028: loss improved from 0.00077 to 0.00077, saving model to ./model_LSTM/4\28-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6658e-04 - mean_squared_error: 7.6658e-04 - val_loss: 6.0308e-04 - val_mean_squared_error: 6.0308e-04
Epoch 29/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.6538e-04 - mean_squared_error: 7.6538e-04
Epoch 00029: loss improved from 0.00077 to 0.00077, saving model to ./model_LSTM/4\29-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6515e-04 - mean_squared_error: 7.6515e-04 - val_loss: 4.3104e-04 - val_mean_squared_error: 4.3104e-04
Epoch 30/500
1632/1642 [============================>.] - ETA: 0s - loss: 7.6527e-04 - mean_squared_error: 7.6527e-04
Epoch 00030: loss did not improve from 0.00077
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6725e-04 - mean_squared_error: 7.6725e-04 - val_loss: 4.4331e-04 - val_mean_squared_error: 4.4331e-04
Epoch 31/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.5913e-04 - mean_squared_error: 7.5913e-04
Epoch 00031: loss improved from 0.00077 to 0.00076, saving model to ./model_LSTM/4\31-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6009e-04 - mean_squared_error: 7.6009e-04 - val_loss: 4.3066e-04 - val_mean_squared_error: 4.3066e-04
Epoch 32/500
1642/1642 [==============================] - ETA: 0s - loss: 7.5875e-04 - mean_squared_error: 7.5875e-04
Epoch 00032: loss improved from 0.00076 to 0.00076, saving model to ./model_LSTM/4\32-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.5875e-04 - mean_squared_error: 7.5875e-04 - val_loss: 4.8203e-04 - val_mean_squared_error: 4.8203e-04
Epoch 33/500
1642/1642 [==============================] - ETA: 0s - loss: 7.6624e-04 - mean_squared_error: 7.6624e-04
Epoch 00033: loss did not improve from 0.00076
1642/1642 [==============================] - 8s 5ms/step - loss: 7.6624e-04 - mean_squared_error: 7.6624e-04 - val_loss: 4.6102e-04 - val_mean_squared_error: 4.6102e-04
Epoch 34/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.5379e-04 - mean_squared_error: 7.5379e-04
Epoch 00034: loss improved from 0.00076 to 0.00075, saving model to ./model_LSTM/4\34-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.5376e-04 - mean_squared_error: 7.5376e-04 - val_loss: 5.1913e-04 - val_mean_squared_error: 5.1913e-04
Epoch 35/500
1635/1642 [============================>.] - ETA: 0s - loss: 7.5192e-04 - mean_squared_error: 7.5192e-04
Epoch 00035: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\35-0.0004.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.5161e-04 - mean_squared_error: 7.5161e-04 - val_loss: 4.4543e-04 - val_mean_squared_error: 4.4543e-04
Epoch 36/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.5103e-04 - mean_squared_error: 7.5103e-04
Epoch 00036: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\36-0.0004.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.5095e-04 - mean_squared_error: 7.5095e-04 - val_loss: 4.4985e-04 - val_mean_squared_error: 4.4985e-04
Epoch 37/500
1642/1642 [==============================] - ETA: 0s - loss: 7.4877e-04 - mean_squared_error: 7.4877e-04
Epoch 00037: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\37-0.0004.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.4877e-04 - mean_squared_error: 7.4877e-04 - val_loss: 4.0935e-04 - val_mean_squared_error: 4.0935e-04
Epoch 38/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.5054e-04 - mean_squared_error: 7.5054e-04
Epoch 00038: loss did not improve from 0.00075
1642/1642 [==============================] - 10s 6ms/step - loss: 7.5023e-04 - mean_squared_error: 7.5023e-04 - val_loss: 4.3679e-04 - val_mean_squared_error: 4.3679e-04
Epoch 39/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.5071e-04 - mean_squared_error: 7.5071e-04
Epoch 00039: loss did not improve from 0.00075
1642/1642 [==============================] - 8s 5ms/step - loss: 7.5060e-04 - mean_squared_error: 7.5060e-04 - val_loss: 6.2914e-04 - val_mean_squared_error: 6.2914e-04
Epoch 40/500
1642/1642 [==============================] - ETA: 0s - loss: 7.4920e-04 - mean_squared_error: 7.4920e-04
Epoch 00040: loss did not improve from 0.00075
1642/1642 [==============================] - 7s 5ms/step - loss: 7.4920e-04 - mean_squared_error: 7.4920e-04 - val_loss: 5.1164e-04 - val_mean_squared_error: 5.1164e-04
Epoch 41/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.5010e-04 - mean_squared_error: 7.5010e-04
Epoch 00041: loss improved from 0.00075 to 0.00075, saving model to ./model_LSTM/4\41-0.0004.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 7.4861e-04 - mean_squared_error: 7.4861e-04 - val_loss: 4.2481e-04 - val_mean_squared_error: 4.2481e-04
Epoch 42/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.4484e-04 - mean_squared_error: 7.4484e-04
Epoch 00042: loss improved from 0.00075 to 0.00074, saving model to ./model_LSTM/4\42-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4433e-04 - mean_squared_error: 7.4433e-04 - val_loss: 4.2902e-04 - val_mean_squared_error: 4.2902e-04
Epoch 43/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.3762e-04 - mean_squared_error: 7.3762e-04
Epoch 00043: loss improved from 0.00074 to 0.00074, saving model to ./model_LSTM/4\43-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.3642e-04 - mean_squared_error: 7.3642e-04 - val_loss: 5.2670e-04 - val_mean_squared_error: 5.2670e-04
Epoch 44/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.3628e-04 - mean_squared_error: 7.3628e-04
Epoch 00044: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.3681e-04 - mean_squared_error: 7.3681e-04 - val_loss: 5.0528e-04 - val_mean_squared_error: 5.0528e-04
Epoch 45/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.4274e-04 - mean_squared_error: 7.4274e-04
Epoch 00045: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4237e-04 - mean_squared_error: 7.4237e-04 - val_loss: 4.5708e-04 - val_mean_squared_error: 4.5708e-04
Epoch 46/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.4223e-04 - mean_squared_error: 7.4223e-04
Epoch 00046: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4177e-04 - mean_squared_error: 7.4177e-04 - val_loss: 4.6917e-04 - val_mean_squared_error: 4.6917e-04
Epoch 47/500
1635/1642 [============================>.] - ETA: 0s - loss: 7.3806e-04 - mean_squared_error: 7.3806e-04
Epoch 00047: loss improved from 0.00074 to 0.00074, saving model to ./model_LSTM/4\47-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.3635e-04 - mean_squared_error: 7.3635e-04 - val_loss: 4.5734e-04 - val_mean_squared_error: 4.5734e-04
Epoch 48/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.4273e-04 - mean_squared_error: 7.4273e-04
Epoch 00048: loss did not improve from 0.00074
1642/1642 [==============================] - 8s 5ms/step - loss: 7.4226e-04 - mean_squared_error: 7.4226e-04 - val_loss: 4.6621e-04 - val_mean_squared_error: 4.6621e-04
Epoch 49/500
1642/1642 [==============================] - ETA: 0s - loss: 7.3417e-04 - mean_squared_error: 7.3417e-04
Epoch 00049: loss improved from 0.00074 to 0.00073, saving model to ./model_LSTM/4\49-0.0006.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.3417e-04 - mean_squared_error: 7.3417e-04 - val_loss: 5.6784e-04 - val_mean_squared_error: 5.6784e-04
Epoch 50/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.3138e-04 - mean_squared_error: 7.3138e-04
Epoch 00050: loss improved from 0.00073 to 0.00073, saving model to ./model_LSTM/4\50-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.3166e-04 - mean_squared_error: 7.3166e-04 - val_loss: 4.9314e-04 - val_mean_squared_error: 4.9314e-04
Epoch 51/500
1642/1642 [==============================] - ETA: 0s - loss: 7.3196e-04 - mean_squared_error: 7.3196e-04
Epoch 00051: loss did not improve from 0.00073
1642/1642 [==============================] - 9s 5ms/step - loss: 7.3196e-04 - mean_squared_error: 7.3196e-04 - val_loss: 4.4843e-04 - val_mean_squared_error: 4.4843e-04
Epoch 52/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.3247e-04 - mean_squared_error: 7.3247e-04
Epoch 00052: loss did not improve from 0.00073
1642/1642 [==============================] - 9s 6ms/step - loss: 7.3399e-04 - mean_squared_error: 7.3399e-04 - val_loss: 4.1578e-04 - val_mean_squared_error: 4.1578e-04
Epoch 53/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.2745e-04 - mean_squared_error: 7.2745e-04
Epoch 00053: loss improved from 0.00073 to 0.00073, saving model to ./model_LSTM/4\53-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.2708e-04 - mean_squared_error: 7.2708e-04 - val_loss: 5.0293e-04 - val_mean_squared_error: 5.0293e-04
Epoch 54/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.2738e-04 - mean_squared_error: 7.2738e-04
Epoch 00054: loss did not improve from 0.00073
1642/1642 [==============================] - 8s 5ms/step - loss: 7.2722e-04 - mean_squared_error: 7.2722e-04 - val_loss: 4.1360e-04 - val_mean_squared_error: 4.1360e-04
Epoch 55/500
1640/1642 [============================>.] - ETA: 0s - loss: 7.2305e-04 - mean_squared_error: 7.2305e-04
Epoch 00055: loss improved from 0.00073 to 0.00072, saving model to ./model_LSTM/4\55-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.2289e-04 - mean_squared_error: 7.2289e-04 - val_loss: 4.3848e-04 - val_mean_squared_error: 4.3848e-04
Epoch 56/500
1642/1642 [==============================] - ETA: 0s - loss: 7.2294e-04 - mean_squared_error: 7.2294e-04
Epoch 00056: loss did not improve from 0.00072
1642/1642 [==============================] - 8s 5ms/step - loss: 7.2294e-04 - mean_squared_error: 7.2294e-04 - val_loss: 5.0546e-04 - val_mean_squared_error: 5.0546e-04
Epoch 57/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.2615e-04 - mean_squared_error: 7.2615e-04
Epoch 00057: loss did not improve from 0.00072
1642/1642 [==============================] - 7s 5ms/step - loss: 7.2451e-04 - mean_squared_error: 7.2451e-04 - val_loss: 4.5254e-04 - val_mean_squared_error: 4.5254e-04
Epoch 58/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.1609e-04 - mean_squared_error: 7.1609e-04
Epoch 00058: loss improved from 0.00072 to 0.00072, saving model to ./model_LSTM/4\58-0.0004.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 7.1607e-04 - mean_squared_error: 7.1607e-04 - val_loss: 4.3228e-04 - val_mean_squared_error: 4.3228e-04
Epoch 59/500
1630/1642 [============================>.] - ETA: 0s - loss: 7.2061e-04 - mean_squared_error: 7.2061e-04
Epoch 00059: loss did not improve from 0.00072
1642/1642 [==============================] - 8s 5ms/step - loss: 7.1950e-04 - mean_squared_error: 7.1950e-04 - val_loss: 4.2977e-04 - val_mean_squared_error: 4.2977e-04
Epoch 60/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.1642e-04 - mean_squared_error: 7.1642e-04
Epoch 00060: loss improved from 0.00072 to 0.00072, saving model to ./model_LSTM/4\60-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.1536e-04 - mean_squared_error: 7.1536e-04 - val_loss: 4.5300e-04 - val_mean_squared_error: 4.5300e-04
Epoch 61/500
1632/1642 [============================>.] - ETA: 0s - loss: 7.1639e-04 - mean_squared_error: 7.1639e-04
Epoch 00061: loss improved from 0.00072 to 0.00071, saving model to ./model_LSTM/4\61-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.1429e-04 - mean_squared_error: 7.1429e-04 - val_loss: 4.6867e-04 - val_mean_squared_error: 4.6867e-04
Epoch 62/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.0970e-04 - mean_squared_error: 7.0970e-04
Epoch 00062: loss improved from 0.00071 to 0.00071, saving model to ./model_LSTM/4\62-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0955e-04 - mean_squared_error: 7.0955e-04 - val_loss: 4.5059e-04 - val_mean_squared_error: 4.5059e-04
Epoch 63/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.0482e-04 - mean_squared_error: 7.0482e-04
Epoch 00063: loss improved from 0.00071 to 0.00071, saving model to ./model_LSTM/4\63-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0713e-04 - mean_squared_error: 7.0713e-04 - val_loss: 4.2389e-04 - val_mean_squared_error: 4.2389e-04
Epoch 64/500
1638/1642 [============================>.] - ETA: 0s - loss: 7.0693e-04 - mean_squared_error: 7.0693e-04
Epoch 00064: loss did not improve from 0.00071
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0952e-04 - mean_squared_error: 7.0952e-04 - val_loss: 4.5669e-04 - val_mean_squared_error: 4.5669e-04
Epoch 65/500
1637/1642 [============================>.] - ETA: 0s - loss: 7.0736e-04 - mean_squared_error: 7.0736e-04
Epoch 00065: loss did not improve from 0.00071
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0841e-04 - mean_squared_error: 7.0841e-04 - val_loss: 4.9355e-04 - val_mean_squared_error: 4.9355e-04
Epoch 66/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.0537e-04 - mean_squared_error: 7.0537e-04
Epoch 00066: loss improved from 0.00071 to 0.00071, saving model to ./model_LSTM/4\66-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 7.0626e-04 - mean_squared_error: 7.0626e-04 - val_loss: 4.8696e-04 - val_mean_squared_error: 4.8696e-04
Epoch 67/500
1633/1642 [============================>.] - ETA: 0s - loss: 7.0720e-04 - mean_squared_error: 7.0720e-04
Epoch 00067: loss did not improve from 0.00071
1642/1642 [==============================] - 9s 5ms/step - loss: 7.0725e-04 - mean_squared_error: 7.0725e-04 - val_loss: 4.5719e-04 - val_mean_squared_error: 4.5719e-04
Epoch 68/500
1641/1642 [============================>.] - ETA: 0s - loss: 7.0111e-04 - mean_squared_error: 7.0111e-04
Epoch 00068: loss improved from 0.00071 to 0.00070, saving model to ./model_LSTM/4\68-0.0004.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 7.0145e-04 - mean_squared_error: 7.0145e-04 - val_loss: 4.3174e-04 - val_mean_squared_error: 4.3174e-04
Epoch 69/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.9401e-04 - mean_squared_error: 6.9401e-04
Epoch 00069: loss improved from 0.00070 to 0.00070, saving model to ./model_LSTM/4\69-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 6.9570e-04 - mean_squared_error: 6.9570e-04 - val_loss: 4.6804e-04 - val_mean_squared_error: 4.6804e-04
Epoch 70/500
1634/1642 [============================>.] - ETA: 0s - loss: 7.0519e-04 - mean_squared_error: 7.0519e-04
Epoch 00070: loss did not improve from 0.00070
1642/1642 [==============================] - 9s 5ms/step - loss: 7.0266e-04 - mean_squared_error: 7.0266e-04 - val_loss: 5.1835e-04 - val_mean_squared_error: 5.1835e-04
Epoch 71/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.9863e-04 - mean_squared_error: 6.9863e-04
Epoch 00071: loss did not improve from 0.00070
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9839e-04 - mean_squared_error: 6.9839e-04 - val_loss: 4.3707e-04 - val_mean_squared_error: 4.3707e-04
Epoch 72/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.9739e-04 - mean_squared_error: 6.9739e-04
Epoch 00072: loss did not improve from 0.00070
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9732e-04 - mean_squared_error: 6.9732e-04 - val_loss: 4.4105e-04 - val_mean_squared_error: 4.4105e-04
Epoch 73/500
1636/1642 [============================>.] - ETA: 0s - loss: 7.0287e-04 - mean_squared_error: 7.0287e-04
Epoch 00073: loss did not improve from 0.00070
1642/1642 [==============================] - 8s 5ms/step - loss: 7.0090e-04 - mean_squared_error: 7.0090e-04 - val_loss: 4.2744e-04 - val_mean_squared_error: 4.2744e-04
Epoch 74/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.9419e-04 - mean_squared_error: 6.9419e-04
Epoch 00074: loss improved from 0.00070 to 0.00069, saving model to ./model_LSTM/4\74-0.0004.hdf5
1642/1642 [==============================] - 7s 4ms/step - loss: 6.9407e-04 - mean_squared_error: 6.9407e-04 - val_loss: 4.2921e-04 - val_mean_squared_error: 4.2921e-04
Epoch 75/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.9548e-04 - mean_squared_error: 6.9548e-04
Epoch 00075: loss did not improve from 0.00069
1642/1642 [==============================] - 7s 5ms/step - loss: 6.9518e-04 - mean_squared_error: 6.9518e-04 - val_loss: 4.5080e-04 - val_mean_squared_error: 4.5080e-04
Epoch 76/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.9337e-04 - mean_squared_error: 6.9337e-04
Epoch 00076: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\76-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9304e-04 - mean_squared_error: 6.9304e-04 - val_loss: 4.4527e-04 - val_mean_squared_error: 4.4527e-04
Epoch 77/500
1642/1642 [==============================] - ETA: 0s - loss: 6.9448e-04 - mean_squared_error: 6.9448e-04
Epoch 00077: loss did not improve from 0.00069
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9448e-04 - mean_squared_error: 6.9448e-04 - val_loss: 4.5542e-04 - val_mean_squared_error: 4.5542e-04
Epoch 78/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.9014e-04 - mean_squared_error: 6.9014e-04
Epoch 00078: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\78-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9037e-04 - mean_squared_error: 6.9037e-04 - val_loss: 4.3746e-04 - val_mean_squared_error: 4.3746e-04
Epoch 79/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8885e-04 - mean_squared_error: 6.8885e-04
Epoch 00079: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\79-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8945e-04 - mean_squared_error: 6.8945e-04 - val_loss: 4.3694e-04 - val_mean_squared_error: 4.3694e-04
Epoch 80/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.9306e-04 - mean_squared_error: 6.9306e-04
Epoch 00080: loss did not improve from 0.00069
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9224e-04 - mean_squared_error: 6.9224e-04 - val_loss: 4.6112e-04 - val_mean_squared_error: 4.6112e-04
Epoch 81/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.9163e-04 - mean_squared_error: 6.9163e-04
Epoch 00081: loss did not improve from 0.00069
1642/1642 [==============================] - 8s 5ms/step - loss: 6.9205e-04 - mean_squared_error: 6.9205e-04 - val_loss: 5.0260e-04 - val_mean_squared_error: 5.0260e-04
Epoch 82/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8592e-04 - mean_squared_error: 6.8592e-04
Epoch 00082: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\82-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8815e-04 - mean_squared_error: 6.8815e-04 - val_loss: 4.2565e-04 - val_mean_squared_error: 4.2565e-04
Epoch 83/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.8801e-04 - mean_squared_error: 6.8801e-04
Epoch 00083: loss improved from 0.00069 to 0.00069, saving model to ./model_LSTM/4\83-0.0004.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.8748e-04 - mean_squared_error: 6.8748e-04 - val_loss: 4.4167e-04 - val_mean_squared_error: 4.4167e-04
Epoch 84/500
1642/1642 [==============================] - ETA: 0s - loss: 6.8269e-04 - mean_squared_error: 6.8269e-04
Epoch 00084: loss improved from 0.00069 to 0.00068, saving model to ./model_LSTM/4\84-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.8269e-04 - mean_squared_error: 6.8269e-04 - val_loss: 4.7089e-04 - val_mean_squared_error: 4.7089e-04
Epoch 85/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.8583e-04 - mean_squared_error: 6.8583e-04
Epoch 00085: loss did not improve from 0.00068
1642/1642 [==============================] - 9s 6ms/step - loss: 6.8362e-04 - mean_squared_error: 6.8362e-04 - val_loss: 4.8527e-04 - val_mean_squared_error: 4.8527e-04
Epoch 86/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8544e-04 - mean_squared_error: 6.8544e-04
Epoch 00086: loss did not improve from 0.00068
1642/1642 [==============================] - 9s 6ms/step - loss: 6.8570e-04 - mean_squared_error: 6.8570e-04 - val_loss: 4.2959e-04 - val_mean_squared_error: 4.2959e-04
Epoch 87/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.8586e-04 - mean_squared_error: 6.8586e-04
Epoch 00087: loss did not improve from 0.00068
1642/1642 [==============================] - 9s 5ms/step - loss: 6.8556e-04 - mean_squared_error: 6.8556e-04 - val_loss: 4.6860e-04 - val_mean_squared_error: 4.6860e-04
Epoch 88/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.7954e-04 - mean_squared_error: 6.7954e-04
Epoch 00088: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\88-0.0006.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8137e-04 - mean_squared_error: 6.8137e-04 - val_loss: 5.5131e-04 - val_mean_squared_error: 5.5131e-04
Epoch 89/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.8455e-04 - mean_squared_error: 6.8455e-04
Epoch 00089: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8421e-04 - mean_squared_error: 6.8421e-04 - val_loss: 4.6930e-04 - val_mean_squared_error: 4.6929e-04
Epoch 90/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.8055e-04 - mean_squared_error: 6.8055e-04
Epoch 00090: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\90-0.0004.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.7866e-04 - mean_squared_error: 6.7866e-04 - val_loss: 4.3490e-04 - val_mean_squared_error: 4.3490e-04
Epoch 91/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.8537e-04 - mean_squared_error: 6.8537e-04
Epoch 00091: loss did not improve from 0.00068
1642/1642 [==============================] - 7s 5ms/step - loss: 6.8602e-04 - mean_squared_error: 6.8602e-04 - val_loss: 3.9709e-04 - val_mean_squared_error: 3.9709e-04
Epoch 92/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.7785e-04 - mean_squared_error: 6.7785e-04
Epoch 00092: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\92-0.0004.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.7740e-04 - mean_squared_error: 6.7740e-04 - val_loss: 4.4874e-04 - val_mean_squared_error: 4.4874e-04
Epoch 93/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.8511e-04 - mean_squared_error: 6.8511e-04
Epoch 00093: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8493e-04 - mean_squared_error: 6.8493e-04 - val_loss: 5.2903e-04 - val_mean_squared_error: 5.2903e-04
Epoch 94/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.8231e-04 - mean_squared_error: 6.8231e-04
Epoch 00094: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8172e-04 - mean_squared_error: 6.8172e-04 - val_loss: 4.9863e-04 - val_mean_squared_error: 4.9863e-04
Epoch 95/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.7695e-04 - mean_squared_error: 6.7695e-04
Epoch 00095: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\95-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7709e-04 - mean_squared_error: 6.7709e-04 - val_loss: 4.3278e-04 - val_mean_squared_error: 4.3278e-04
Epoch 96/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.7604e-04 - mean_squared_error: 6.7604e-04
Epoch 00096: loss improved from 0.00068 to 0.00068, saving model to ./model_LSTM/4\96-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7592e-04 - mean_squared_error: 6.7592e-04 - val_loss: 4.7222e-04 - val_mean_squared_error: 4.7222e-04
Epoch 97/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.8052e-04 - mean_squared_error: 6.8052e-04
Epoch 00097: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.8114e-04 - mean_squared_error: 6.8114e-04 - val_loss: 4.7540e-04 - val_mean_squared_error: 4.7540e-04
Epoch 98/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.7677e-04 - mean_squared_error: 6.7677e-04
Epoch 00098: loss did not improve from 0.00068
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7623e-04 - mean_squared_error: 6.7623e-04 - val_loss: 4.8063e-04 - val_mean_squared_error: 4.8063e-04
Epoch 99/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.6893e-04 - mean_squared_error: 6.6893e-04
Epoch 00099: loss improved from 0.00068 to 0.00067, saving model to ./model_LSTM/4\99-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7232e-04 - mean_squared_error: 6.7232e-04 - val_loss: 5.1126e-04 - val_mean_squared_error: 5.1126e-04
Epoch 100/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.7891e-04 - mean_squared_error: 6.7891e-04
Epoch 00100: loss did not improve from 0.00067
1642/1642 [==============================] - 9s 5ms/step - loss: 6.7721e-04 - mean_squared_error: 6.7721e-04 - val_loss: 4.1342e-04 - val_mean_squared_error: 4.1342e-04
Epoch 101/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.7966e-04 - mean_squared_error: 6.7966e-04
Epoch 00101: loss did not improve from 0.00067
1642/1642 [==============================] - 9s 5ms/step - loss: 6.7789e-04 - mean_squared_error: 6.7789e-04 - val_loss: 4.3964e-04 - val_mean_squared_error: 4.3964e-04
Epoch 102/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.7680e-04 - mean_squared_error: 6.7680e-04
Epoch 00102: loss did not improve from 0.00067
1642/1642 [==============================] - 9s 6ms/step - loss: 6.7671e-04 - mean_squared_error: 6.7671e-04 - val_loss: 4.2584e-04 - val_mean_squared_error: 4.2584e-04
Epoch 103/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.6968e-04 - mean_squared_error: 6.6968e-04
Epoch 00103: loss improved from 0.00067 to 0.00067, saving model to ./model_LSTM/4\103-0.0004.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6918e-04 - mean_squared_error: 6.6918e-04 - val_loss: 4.2696e-04 - val_mean_squared_error: 4.2696e-04
Epoch 104/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.7055e-04 - mean_squared_error: 6.7055e-04
Epoch 00104: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7149e-04 - mean_squared_error: 6.7149e-04 - val_loss: 4.5003e-04 - val_mean_squared_error: 4.5003e-04
Epoch 105/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.7603e-04 - mean_squared_error: 6.7603e-04
Epoch 00105: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7555e-04 - mean_squared_error: 6.7555e-04 - val_loss: 4.7935e-04 - val_mean_squared_error: 4.7935e-04
Epoch 106/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.6817e-04 - mean_squared_error: 6.6817e-04
Epoch 00106: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.7149e-04 - mean_squared_error: 6.7149e-04 - val_loss: 4.4177e-04 - val_mean_squared_error: 4.4177e-04
Epoch 107/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.7329e-04 - mean_squared_error: 6.7329e-04
Epoch 00107: loss did not improve from 0.00067
1642/1642 [==============================] - 7s 4ms/step - loss: 6.7134e-04 - mean_squared_error: 6.7134e-04 - val_loss: 4.5189e-04 - val_mean_squared_error: 4.5189e-04
Epoch 108/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.6855e-04 - mean_squared_error: 6.6855e-04
Epoch 00108: loss improved from 0.00067 to 0.00067, saving model to ./model_LSTM/4\108-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.6781e-04 - mean_squared_error: 6.6781e-04 - val_loss: 4.9036e-04 - val_mean_squared_error: 4.9036e-04
Epoch 109/500
1632/1642 [============================>.] - ETA: 0s - loss: 6.6908e-04 - mean_squared_error: 6.6908e-04
Epoch 00109: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6944e-04 - mean_squared_error: 6.6944e-04 - val_loss: 4.8352e-04 - val_mean_squared_error: 4.8352e-04
Epoch 110/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.6864e-04 - mean_squared_error: 6.6864e-04
Epoch 00110: loss did not improve from 0.00067
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6822e-04 - mean_squared_error: 6.6822e-04 - val_loss: 4.5372e-04 - val_mean_squared_error: 4.5372e-04
Epoch 111/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.6654e-04 - mean_squared_error: 6.6654e-04
Epoch 00111: loss improved from 0.00067 to 0.00066, saving model to ./model_LSTM/4\111-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6430e-04 - mean_squared_error: 6.6430e-04 - val_loss: 4.4087e-04 - val_mean_squared_error: 4.4087e-04
Epoch 112/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.7037e-04 - mean_squared_error: 6.7037e-04
Epoch 00112: loss did not improve from 0.00066
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6880e-04 - mean_squared_error: 6.6880e-04 - val_loss: 4.7972e-04 - val_mean_squared_error: 4.7972e-04
Epoch 113/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.6458e-04 - mean_squared_error: 6.6458e-04
Epoch 00113: loss did not improve from 0.00066
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6445e-04 - mean_squared_error: 6.6445e-04 - val_loss: 4.6930e-04 - val_mean_squared_error: 4.6930e-04
Epoch 114/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.6393e-04 - mean_squared_error: 6.6393e-04
Epoch 00114: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\114-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 6.6258e-04 - mean_squared_error: 6.6258e-04 - val_loss: 4.7834e-04 - val_mean_squared_error: 4.7834e-04
Epoch 115/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.6053e-04 - mean_squared_error: 6.6053e-04
Epoch 00115: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\115-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6122e-04 - mean_squared_error: 6.6122e-04 - val_loss: 4.3632e-04 - val_mean_squared_error: 4.3632e-04
Epoch 116/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.6265e-04 - mean_squared_error: 6.6265e-04
Epoch 00116: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6212e-04 - mean_squared_error: 6.6212e-04 - val_loss: 4.8979e-04 - val_mean_squared_error: 4.8979e-04
Epoch 117/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.6240e-04 - mean_squared_error: 6.6240e-04
Epoch 00117: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6217e-04 - mean_squared_error: 6.6217e-04 - val_loss: 4.4914e-04 - val_mean_squared_error: 4.4914e-04
Epoch 118/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.6103e-04 - mean_squared_error: 6.6103e-04
Epoch 00118: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\118-0.0005.hdf5
1642/1642 [==============================] - 9s 6ms/step - loss: 6.6065e-04 - mean_squared_error: 6.6065e-04 - val_loss: 4.6753e-04 - val_mean_squared_error: 4.6753e-04
Epoch 119/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.6371e-04 - mean_squared_error: 6.6371e-04
Epoch 00119: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 6ms/step - loss: 6.6344e-04 - mean_squared_error: 6.6344e-04 - val_loss: 5.1541e-04 - val_mean_squared_error: 5.1541e-04
Epoch 120/500
1631/1642 [============================>.] - ETA: 0s - loss: 6.6058e-04 - mean_squared_error: 6.6058e-04
Epoch 00120: loss did not improve from 0.00066
1642/1642 [==============================] - 9s 5ms/step - loss: 6.6193e-04 - mean_squared_error: 6.6193e-04 - val_loss: 4.9153e-04 - val_mean_squared_error: 4.9153e-04
Epoch 121/500
1634/1642 [============================>.] - ETA: 0s - loss: 6.6236e-04 - mean_squared_error: 6.6236e-04
Epoch 00121: loss did not improve from 0.00066
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6271e-04 - mean_squared_error: 6.6271e-04 - val_loss: 4.7536e-04 - val_mean_squared_error: 4.7536e-04
Epoch 122/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.5925e-04 - mean_squared_error: 6.5925e-04
Epoch 00122: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\122-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.6010e-04 - mean_squared_error: 6.6010e-04 - val_loss: 4.7731e-04 - val_mean_squared_error: 4.7731e-04
Epoch 123/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.5697e-04 - mean_squared_error: 6.5697e-04
Epoch 00123: loss improved from 0.00066 to 0.00066, saving model to ./model_LSTM/4\123-0.0005.hdf5
1642/1642 [==============================] - 7s 5ms/step - loss: 6.5561e-04 - mean_squared_error: 6.5561e-04 - val_loss: 4.7114e-04 - val_mean_squared_error: 4.7114e-04
Epoch 124/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.5942e-04 - mean_squared_error: 6.5942e-04
Epoch 00124: loss did not improve from 0.00066
1642/1642 [==============================] - 7s 4ms/step - loss: 6.6008e-04 - mean_squared_error: 6.6008e-04 - val_loss: 4.5869e-04 - val_mean_squared_error: 4.5869e-04
Epoch 125/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.6085e-04 - mean_squared_error: 6.6085e-04
Epoch 00125: loss did not improve from 0.00066
1642/1642 [==============================] - 7s 5ms/step - loss: 6.6053e-04 - mean_squared_error: 6.6053e-04 - val_loss: 4.8637e-04 - val_mean_squared_error: 4.8637e-04
Epoch 126/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.5297e-04 - mean_squared_error: 6.5297e-04
Epoch 00126: loss improved from 0.00066 to 0.00065, saving model to ./model_LSTM/4\126-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5312e-04 - mean_squared_error: 6.5312e-04 - val_loss: 5.1282e-04 - val_mean_squared_error: 5.1282e-04
Epoch 127/500
1637/1642 [============================>.] - ETA: 0s - loss: 6.5927e-04 - mean_squared_error: 6.5927e-04
Epoch 00127: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5816e-04 - mean_squared_error: 6.5816e-04 - val_loss: 4.2243e-04 - val_mean_squared_error: 4.2243e-04
Epoch 128/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.5367e-04 - mean_squared_error: 6.5367e-04
Epoch 00128: loss improved from 0.00065 to 0.00065, saving model to ./model_LSTM/4\128-0.0004.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5309e-04 - mean_squared_error: 6.5309e-04 - val_loss: 4.2437e-04 - val_mean_squared_error: 4.2437e-04
Epoch 129/500
1635/1642 [============================>.] - ETA: 0s - loss: 6.6006e-04 - mean_squared_error: 6.6006e-04
Epoch 00129: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5906e-04 - mean_squared_error: 6.5906e-04 - val_loss: 4.5586e-04 - val_mean_squared_error: 4.5586e-04
Epoch 130/500
1633/1642 [============================>.] - ETA: 0s - loss: 6.5525e-04 - mean_squared_error: 6.5525e-04
Epoch 00130: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5499e-04 - mean_squared_error: 6.5499e-04 - val_loss: 4.6347e-04 - val_mean_squared_error: 4.6347e-04
Epoch 131/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.5323e-04 - mean_squared_error: 6.5323e-04
Epoch 00131: loss improved from 0.00065 to 0.00065, saving model to ./model_LSTM/4\131-0.0005.hdf5
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5296e-04 - mean_squared_error: 6.5296e-04 - val_loss: 4.5338e-04 - val_mean_squared_error: 4.5338e-04
Epoch 132/500
1641/1642 [============================>.] - ETA: 0s - loss: 6.5814e-04 - mean_squared_error: 6.5814e-04
Epoch 00132: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5799e-04 - mean_squared_error: 6.5799e-04 - val_loss: 4.4855e-04 - val_mean_squared_error: 4.4855e-04
Epoch 133/500
1640/1642 [============================>.] - ETA: 0s - loss: 6.5048e-04 - mean_squared_error: 6.5048e-04
Epoch 00133: loss improved from 0.00065 to 0.00065, saving model to ./model_LSTM/4\133-0.0005.hdf5
1642/1642 [==============================] - 9s 5ms/step - loss: 6.5060e-04 - mean_squared_error: 6.5060e-04 - val_loss: 4.7821e-04 - val_mean_squared_error: 4.7821e-04
Epoch 134/500
1642/1642 [==============================] - ETA: 0s - loss: 6.5373e-04 - mean_squared_error: 6.5373e-04
Epoch 00134: loss did not improve from 0.00065
1642/1642 [==============================] - 9s 5ms/step - loss: 6.5373e-04 - mean_squared_error: 6.5373e-04 - val_loss: 5.0425e-04 - val_mean_squared_error: 5.0425e-04
Epoch 135/500
1639/1642 [============================>.] - ETA: 0s - loss: 6.5832e-04 - mean_squared_error: 6.5832e-04
Epoch 00135: loss did not improve from 0.00065
1642/1642 [==============================] - 9s 6ms/step - loss: 6.5783e-04 - mean_squared_error: 6.5783e-04 - val_loss: 4.6351e-04 - val_mean_squared_error: 4.6351e-04
Epoch 136/500
1636/1642 [============================>.] - ETA: 0s - loss: 6.5039e-04 - mean_squared_error: 6.5039e-04
Epoch 00136: loss did not improve from 0.00065
1642/1642 [==============================] - 10s 6ms/step - loss: 6.5180e-04 - mean_squared_error: 6.5180e-04 - val_loss: 4.5448e-04 - val_mean_squared_error: 4.5448e-04
Epoch 137/500
1638/1642 [============================>.] - ETA: 0s - loss: 6.5641e-04 - mean_squared_error: 6.5641e-04
Epoch 00137: loss did not improve from 0.00065
1642/1642 [==============================] - 9s 5ms/step - loss: 6.5801e-04 - mean_squared_error: 6.5801e-04 - val_loss: 4.6342e-04 - val_mean_squared_error: 4.6342e-04
Epoch 138/500
1634/1642 [============================>.] - ETA: 0s - loss: 6.5421e-04 - mean_squared_error: 6.5421e-04
Epoch 00138: loss did not improve from 0.00065
1642/1642 [==============================] - 8s 5ms/step - loss: 6.5509e-04 - mean_squared_error: 6.5509e-04 - val_loss: 4.8107e-04 - val_mean_squared_error: 4.8107e-04
Epoch 00138: early stopping
Epoch 1/500
640/640 [==============================] - ETA: 0s - loss: 2.0042e-04 - mean_squared_error: 2.0042e-04WARNING:tensorflow:Model was constructed with shape (None, 1, 1) for input Tensor("lstm_input:0", shape=(None, 1, 1), dtype=float32), but it was called on an input with incompatible shape (20, 12, 1).
Epoch 00001: loss improved from inf to 0.00020, saving model to ./model_LSTM/5\01-0.0004.hdf5
640/640 [==============================] - 4s 6ms/step - loss: 2.0042e-04 - mean_squared_error: 2.0042e-04 - val_loss: 3.9616e-04 - val_mean_squared_error: 3.9616e-04
Epoch 2/500
633/640 [============================>.] - ETA: 0s - loss: 1.3585e-04 - mean_squared_error: 1.3585e-04
Epoch 00002: loss improved from 0.00020 to 0.00014, saving model to ./model_LSTM/5\02-0.0004.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.3624e-04 - mean_squared_error: 1.3624e-04 - val_loss: 3.5572e-04 - val_mean_squared_error: 3.5572e-04
Epoch 3/500
629/640 [============================>.] - ETA: 0s - loss: 1.2834e-04 - mean_squared_error: 1.2834e-04
Epoch 00003: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/5\03-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.2734e-04 - mean_squared_error: 1.2734e-04 - val_loss: 3.3667e-04 - val_mean_squared_error: 3.3667e-04
Epoch 4/500
638/640 [============================>.] - ETA: 0s - loss: 1.2056e-04 - mean_squared_error: 1.2056e-04
Epoch 00004: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/5\04-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.2053e-04 - mean_squared_error: 1.2053e-04 - val_loss: 3.3969e-04 - val_mean_squared_error: 3.3969e-04
Epoch 5/500
639/640 [============================>.] - ETA: 0s - loss: 1.1487e-04 - mean_squared_error: 1.1487e-04
Epoch 00005: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/5\05-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.1497e-04 - mean_squared_error: 1.1497e-04 - val_loss: 3.4006e-04 - val_mean_squared_error: 3.4006e-04
Epoch 6/500
634/640 [============================>.] - ETA: 0s - loss: 1.0938e-04 - mean_squared_error: 1.0938e-04
Epoch 00006: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\06-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0891e-04 - mean_squared_error: 1.0891e-04 - val_loss: 3.2202e-04 - val_mean_squared_error: 3.2202e-04
Epoch 7/500
635/640 [============================>.] - ETA: 0s - loss: 1.0688e-04 - mean_squared_error: 1.0688e-04
Epoch 00007: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\07-0.0003.hdf5
640/640 [==============================] - 3s 4ms/step - loss: 1.0735e-04 - mean_squared_error: 1.0735e-04 - val_loss: 3.4385e-04 - val_mean_squared_error: 3.4385e-04
Epoch 8/500
637/640 [============================>.] - ETA: 0s - loss: 1.0632e-04 - mean_squared_error: 1.0632e-04
Epoch 00008: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\08-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0599e-04 - mean_squared_error: 1.0599e-04 - val_loss: 3.2175e-04 - val_mean_squared_error: 3.2175e-04
Epoch 9/500
631/640 [============================>.] - ETA: 0s - loss: 1.0553e-04 - mean_squared_error: 1.0553e-04
Epoch 00009: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/5\09-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0501e-04 - mean_squared_error: 1.0501e-04 - val_loss: 3.1111e-04 - val_mean_squared_error: 3.1111e-04
Epoch 10/500
638/640 [============================>.] - ETA: 0s - loss: 1.0570e-04 - mean_squared_error: 1.0570e-04
Epoch 00010: loss did not improve from 0.00011
640/640 [==============================] - 3s 5ms/step - loss: 1.0617e-04 - mean_squared_error: 1.0617e-04 - val_loss: 3.1083e-04 - val_mean_squared_error: 3.1083e-04
Epoch 11/500
633/640 [============================>.] - ETA: 0s - loss: 1.0339e-04 - mean_squared_error: 1.0339e-04
Epoch 00011: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/5\11-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0325e-04 - mean_squared_error: 1.0325e-04 - val_loss: 3.0682e-04 - val_mean_squared_error: 3.0682e-04
Epoch 12/500
631/640 [============================>.] - ETA: 0s - loss: 1.0226e-04 - mean_squared_error: 1.0226e-04
Epoch 00012: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\12-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0214e-04 - mean_squared_error: 1.0214e-04 - val_loss: 3.0888e-04 - val_mean_squared_error: 3.0888e-04
Epoch 13/500
637/640 [============================>.] - ETA: 0s - loss: 1.0184e-04 - mean_squared_error: 1.0184e-04
Epoch 00013: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\13-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0178e-04 - mean_squared_error: 1.0178e-04 - val_loss: 3.0975e-04 - val_mean_squared_error: 3.0975e-04
Epoch 14/500
629/640 [============================>.] - ETA: 0s - loss: 1.0096e-04 - mean_squared_error: 1.0096e-04
Epoch 00014: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\14-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 1.0096e-04 - mean_squared_error: 1.0096e-04 - val_loss: 3.0779e-04 - val_mean_squared_error: 3.0779e-04
Epoch 15/500
632/640 [============================>.] - ETA: 0s - loss: 1.0007e-04 - mean_squared_error: 1.0007e-04
Epoch 00015: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/5\15-0.0003.hdf5
640/640 [==============================] - 3s 5ms/step - loss: 9.9951e-05 - mean_squared_error: 9.9951e-05 - val_loss: 2.9409e-04 - val_mean_squared_error: 2.9409e-04
Epoch 16/500
639/640 [============================>.] - ETA: 0s - loss: 1.0161e-04 - mean_squared_error: 1.0161e-04
Epoch 00016: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0158e-04 - mean_squared_error: 1.0158e-04 - val_loss: 3.0252e-04 - val_mean_squared_error: 3.0252e-04
Epoch 17/500
638/640 [============================>.] - ETA: 0s - loss: 1.0089e-04 - mean_squared_error: 1.0089e-04
Epoch 00017: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0101e-04 - mean_squared_error: 1.0101e-04 - val_loss: 2.9685e-04 - val_mean_squared_error: 2.9685e-04
Epoch 18/500
639/640 [============================>.] - ETA: 0s - loss: 1.0175e-04 - mean_squared_error: 1.0175e-04
Epoch 00018: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0168e-04 - mean_squared_error: 1.0168e-04 - val_loss: 2.9701e-04 - val_mean_squared_error: 2.9701e-04
Epoch 19/500
636/640 [============================>.] - ETA: 0s - loss: 1.0092e-04 - mean_squared_error: 1.0092e-04
Epoch 00019: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0058e-04 - mean_squared_error: 1.0058e-04 - val_loss: 2.9514e-04 - val_mean_squared_error: 2.9514e-04
Epoch 20/500
634/640 [============================>.] - ETA: 0s - loss: 9.9899e-05 - mean_squared_error: 9.9899e-05
Epoch 00020: loss did not improve from 0.00010
640/640 [==============================] - 3s 5ms/step - loss: 1.0036e-04 - mean_squared_error: 1.0036e-04 - val_loss: 2.9449e-04 - val_mean_squared_error: 2.9449e-04
Epoch 00020: early stopping
Epoch 1/500
2109/2109 [==============================] - ETA: 0s - loss: 2.8746e-05 - mean_squared_error: 2.8746e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/6\01-0.0000.hdf5
2109/2109 [==============================] - 12s 6ms/step - loss: 2.8746e-05 - mean_squared_error: 2.8746e-05 - val_loss: 2.8717e-05 - val_mean_squared_error: 2.8717e-05
Epoch 2/500
2101/2109 [============================>.] - ETA: 0s - loss: 2.6400e-05 - mean_squared_error: 2.6400e-05
Epoch 00002: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/6\02-0.0000.hdf5
2109/2109 [==============================] - 11s 5ms/step - loss: 2.6373e-05 - mean_squared_error: 2.6373e-05 - val_loss: 1.9563e-05 - val_mean_squared_error: 1.9563e-05
Epoch 3/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.5597e-05 - mean_squared_error: 2.5597e-05
Epoch 00003: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/6\03-0.0000.hdf5
2109/2109 [==============================] - 14s 6ms/step - loss: 2.5552e-05 - mean_squared_error: 2.5552e-05 - val_loss: 1.9841e-05 - val_mean_squared_error: 1.9841e-05
Epoch 4/500
2105/2109 [============================>.] - ETA: 0s - loss: 2.4982e-05 - mean_squared_error: 2.4982e-05
Epoch 00004: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/6\04-0.0000.hdf5
2109/2109 [==============================] - 12s 6ms/step - loss: 2.4947e-05 - mean_squared_error: 2.4947e-05 - val_loss: 1.8429e-05 - val_mean_squared_error: 1.8429e-05
Epoch 5/500
2103/2109 [============================>.] - ETA: 0s - loss: 2.3661e-05 - mean_squared_error: 2.3661e-05
Epoch 00005: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\05-0.0000.hdf5
2109/2109 [==============================] - 15s 7ms/step - loss: 2.3693e-05 - mean_squared_error: 2.3693e-05 - val_loss: 2.3121e-05 - val_mean_squared_error: 2.3121e-05
Epoch 6/500
2107/2109 [============================>.] - ETA: 0s - loss: 2.5260e-05 - mean_squared_error: 2.5260e-05
Epoch 00006: loss did not improve from 0.00002
2109/2109 [==============================] - 14s 7ms/step - loss: 2.5258e-05 - mean_squared_error: 2.5258e-05 - val_loss: 2.3706e-05 - val_mean_squared_error: 2.3706e-05
Epoch 7/500
2109/2109 [==============================] - ETA: 0s - loss: 2.3114e-05 - mean_squared_error: 2.3114e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\07-0.0000.hdf5
2109/2109 [==============================] - 11s 5ms/step - loss: 2.3114e-05 - mean_squared_error: 2.3114e-05 - val_loss: 2.5200e-05 - val_mean_squared_error: 2.5200e-05
Epoch 8/500
2100/2109 [============================>.] - ETA: 0s - loss: 2.3524e-05 - mean_squared_error: 2.3524e-05
Epoch 00008: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.3558e-05 - mean_squared_error: 2.3558e-05 - val_loss: 1.9444e-05 - val_mean_squared_error: 1.9444e-05
Epoch 9/500
2109/2109 [==============================] - ETA: 0s - loss: 2.3203e-05 - mean_squared_error: 2.3203e-05
Epoch 00009: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.3203e-05 - mean_squared_error: 2.3203e-05 - val_loss: 2.0694e-05 - val_mean_squared_error: 2.0694e-05
Epoch 10/500
2100/2109 [============================>.] - ETA: 0s - loss: 2.2543e-05 - mean_squared_error: 2.2543e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\10-0.0000.hdf5
2109/2109 [==============================] - 10s 5ms/step - loss: 2.2470e-05 - mean_squared_error: 2.2470e-05 - val_loss: 1.7761e-05 - val_mean_squared_error: 1.7761e-05
Epoch 11/500
2103/2109 [============================>.] - ETA: 0s - loss: 2.2123e-05 - mean_squared_error: 2.2123e-05
Epoch 00011: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\11-0.0000.hdf5
2109/2109 [==============================] - 11s 5ms/step - loss: 2.2096e-05 - mean_squared_error: 2.2096e-05 - val_loss: 2.1744e-05 - val_mean_squared_error: 2.1744e-05
Epoch 12/500
2098/2109 [============================>.] - ETA: 0s - loss: 2.3496e-05 - mean_squared_error: 2.3496e-05
Epoch 00012: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.3421e-05 - mean_squared_error: 2.3421e-05 - val_loss: 2.5631e-05 - val_mean_squared_error: 2.5631e-05
Epoch 13/500
2106/2109 [============================>.] - ETA: 0s - loss: 2.2363e-05 - mean_squared_error: 2.2363e-05
Epoch 00013: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.2342e-05 - mean_squared_error: 2.2342e-05 - val_loss: 1.8203e-05 - val_mean_squared_error: 1.8203e-05
Epoch 14/500
2108/2109 [============================>.] - ETA: 0s - loss: 2.3055e-05 - mean_squared_error: 2.3055e-05
Epoch 00014: loss did not improve from 0.00002
2109/2109 [==============================] - 12s 6ms/step - loss: 2.3053e-05 - mean_squared_error: 2.3053e-05 - val_loss: 1.9095e-05 - val_mean_squared_error: 1.9095e-05
Epoch 15/500
2109/2109 [==============================] - ETA: 0s - loss: 2.2745e-05 - mean_squared_error: 2.2745e-05
Epoch 00015: loss did not improve from 0.00002
2109/2109 [==============================] - 12s 6ms/step - loss: 2.2745e-05 - mean_squared_error: 2.2745e-05 - val_loss: 1.8616e-05 - val_mean_squared_error: 1.8616e-05
Epoch 16/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.1713e-05 - mean_squared_error: 2.1713e-05
Epoch 00016: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\16-0.0000.hdf5
2109/2109 [==============================] - 13s 6ms/step - loss: 2.1671e-05 - mean_squared_error: 2.1671e-05 - val_loss: 1.8938e-05 - val_mean_squared_error: 1.8938e-05
Epoch 17/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.1788e-05 - mean_squared_error: 2.1788e-05
Epoch 00017: loss did not improve from 0.00002
2109/2109 [==============================] - 13s 6ms/step - loss: 2.1759e-05 - mean_squared_error: 2.1759e-05 - val_loss: 1.8421e-05 - val_mean_squared_error: 1.8421e-05
Epoch 18/500
2103/2109 [============================>.] - ETA: 0s - loss: 2.1040e-05 - mean_squared_error: 2.1040e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\18-0.0000.hdf5
2109/2109 [==============================] - 12s 6ms/step - loss: 2.1065e-05 - mean_squared_error: 2.1065e-05 - val_loss: 1.7886e-05 - val_mean_squared_error: 1.7886e-05
Epoch 19/500
2108/2109 [============================>.] - ETA: 0s - loss: 2.1600e-05 - mean_squared_error: 2.1600e-05
Epoch 00019: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.1597e-05 - mean_squared_error: 2.1597e-05 - val_loss: 2.4956e-05 - val_mean_squared_error: 2.4956e-05
Epoch 20/500
2106/2109 [============================>.] - ETA: 0s - loss: 2.1088e-05 - mean_squared_error: 2.1088e-05
Epoch 00020: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1067e-05 - mean_squared_error: 2.1067e-05 - val_loss: 2.6066e-05 - val_mean_squared_error: 2.6066e-05
Epoch 21/500
2102/2109 [============================>.] - ETA: 0s - loss: 2.1864e-05 - mean_squared_error: 2.1864e-05
Epoch 00021: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1810e-05 - mean_squared_error: 2.1810e-05 - val_loss: 2.2421e-05 - val_mean_squared_error: 2.2421e-05
Epoch 22/500
2108/2109 [============================>.] - ETA: 0s - loss: 2.1970e-05 - mean_squared_error: 2.1970e-05
Epoch 00022: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1967e-05 - mean_squared_error: 2.1967e-05 - val_loss: 2.1065e-05 - val_mean_squared_error: 2.1065e-05
Epoch 23/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.0525e-05 - mean_squared_error: 2.0525e-05
Epoch 00023: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/6\23-0.0000.hdf5
2109/2109 [==============================] - 10s 5ms/step - loss: 2.0500e-05 - mean_squared_error: 2.0500e-05 - val_loss: 2.1018e-05 - val_mean_squared_error: 2.1018e-05
Epoch 24/500
2107/2109 [============================>.] - ETA: 0s - loss: 2.0856e-05 - mean_squared_error: 2.0856e-05
Epoch 00024: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.0847e-05 - mean_squared_error: 2.0847e-05 - val_loss: 2.5877e-05 - val_mean_squared_error: 2.5877e-05
Epoch 25/500
2101/2109 [============================>.] - ETA: 0s - loss: 2.1701e-05 - mean_squared_error: 2.1701e-05
Epoch 00025: loss did not improve from 0.00002
2109/2109 [==============================] - 10s 5ms/step - loss: 2.1630e-05 - mean_squared_error: 2.1630e-05 - val_loss: 2.0796e-05 - val_mean_squared_error: 2.0796e-05
Epoch 26/500
2102/2109 [============================>.] - ETA: 0s - loss: 2.0387e-05 - mean_squared_error: 2.0387e-05
Epoch 00026: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.0717e-05 - mean_squared_error: 2.0717e-05 - val_loss: 1.9831e-05 - val_mean_squared_error: 1.9831e-05
Epoch 27/500
2105/2109 [============================>.] - ETA: 0s - loss: 2.0691e-05 - mean_squared_error: 2.0691e-05
Epoch 00027: loss did not improve from 0.00002
2109/2109 [==============================] - 11s 5ms/step - loss: 2.0674e-05 - mean_squared_error: 2.0674e-05 - val_loss: 2.2807e-05 - val_mean_squared_error: 2.2807e-05
Epoch 28/500
2104/2109 [============================>.] - ETA: 0s - loss: 2.0872e-05 - mean_squared_error: 2.0872e-05
Epoch 00028: loss did not improve from 0.00002
2109/2109 [==============================] - 13s 6ms/step - loss: 2.0833e-05 - mean_squared_error: 2.0833e-05 - val_loss: 1.9351e-05 - val_mean_squared_error: 1.9351e-05
Epoch 00028: early stopping
Epoch 1/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.3533e-05 - mean_squared_error: 3.3533e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/7\01-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 3.3560e-05 - mean_squared_error: 3.3560e-05 - val_loss: 8.8907e-06 - val_mean_squared_error: 8.8907e-06
Epoch 2/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.1791e-05 - mean_squared_error: 3.1791e-05
Epoch 00002: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\02-0.0000.hdf5
2177/2177 [==============================] - 15s 7ms/step - loss: 3.1749e-05 - mean_squared_error: 3.1749e-05 - val_loss: 1.0496e-05 - val_mean_squared_error: 1.0496e-05
Epoch 3/500
2176/2177 [============================>.] - ETA: 0s - loss: 3.3209e-05 - mean_squared_error: 3.3209e-05
Epoch 00003: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 5ms/step - loss: 3.3202e-05 - mean_squared_error: 3.3202e-05 - val_loss: 1.7762e-05 - val_mean_squared_error: 1.7762e-05
Epoch 4/500
2168/2177 [============================>.] - ETA: 0s - loss: 3.1534e-05 - mean_squared_error: 3.1534e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\04-0.0000.hdf5
2177/2177 [==============================] - 11s 5ms/step - loss: 3.1470e-05 - mean_squared_error: 3.1470e-05 - val_loss: 8.6008e-06 - val_mean_squared_error: 8.6008e-06
Epoch 5/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.1513e-05 - mean_squared_error: 3.1513e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\05-0.0000.hdf5
2177/2177 [==============================] - 10s 5ms/step - loss: 3.1462e-05 - mean_squared_error: 3.1462e-05 - val_loss: 9.3106e-06 - val_mean_squared_error: 9.3106e-06
Epoch 6/500
2174/2177 [============================>.] - ETA: 0s - loss: 3.1304e-05 - mean_squared_error: 3.1304e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\06-0.0000.hdf5
2177/2177 [==============================] - 12s 5ms/step - loss: 3.1273e-05 - mean_squared_error: 3.1273e-05 - val_loss: 1.0282e-05 - val_mean_squared_error: 1.0282e-05
Epoch 7/500
2177/2177 [==============================] - ETA: 0s - loss: 3.1626e-05 - mean_squared_error: 3.1626e-05
Epoch 00007: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 5ms/step - loss: 3.1626e-05 - mean_squared_error: 3.1626e-05 - val_loss: 9.0315e-06 - val_mean_squared_error: 9.0315e-06
Epoch 8/500
2168/2177 [============================>.] - ETA: 0s - loss: 2.8722e-05 - mean_squared_error: 2.8722e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\08-0.0001.hdf5
2177/2177 [==============================] - 11s 5ms/step - loss: 3.1183e-05 - mean_squared_error: 3.1183e-05 - val_loss: 8.1222e-05 - val_mean_squared_error: 8.1222e-05
Epoch 9/500
2176/2177 [============================>.] - ETA: 0s - loss: 3.1490e-05 - mean_squared_error: 3.1490e-05
Epoch 00009: loss did not improve from 0.00003
2177/2177 [==============================] - 13s 6ms/step - loss: 3.1525e-05 - mean_squared_error: 3.1525e-05 - val_loss: 8.3416e-06 - val_mean_squared_error: 8.3416e-06
Epoch 10/500
2177/2177 [==============================] - ETA: 0s - loss: 3.0525e-05 - mean_squared_error: 3.0525e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\10-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 3.0525e-05 - mean_squared_error: 3.0525e-05 - val_loss: 1.3144e-05 - val_mean_squared_error: 1.3144e-05
Epoch 11/500
2176/2177 [============================>.] - ETA: 0s - loss: 3.1165e-05 - mean_squared_error: 3.1165e-05
Epoch 00011: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 3.1155e-05 - mean_squared_error: 3.1155e-05 - val_loss: 8.8233e-06 - val_mean_squared_error: 8.8233e-06
Epoch 12/500
2175/2177 [============================>.] - ETA: 0s - loss: 3.1000e-05 - mean_squared_error: 3.1000e-05
Epoch 00012: loss did not improve from 0.00003
2177/2177 [==============================] - 18s 8ms/step - loss: 3.0984e-05 - mean_squared_error: 3.0984e-05 - val_loss: 8.2650e-06 - val_mean_squared_error: 8.2650e-06
Epoch 13/500
2172/2177 [============================>.] - ETA: 0s - loss: 3.0313e-05 - mean_squared_error: 3.0313e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\13-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 3.0350e-05 - mean_squared_error: 3.0350e-05 - val_loss: 1.2227e-05 - val_mean_squared_error: 1.2227e-05
Epoch 14/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.1095e-05 - mean_squared_error: 3.1095e-05
Epoch 00014: loss did not improve from 0.00003
2177/2177 [==============================] - 13s 6ms/step - loss: 3.1013e-05 - mean_squared_error: 3.1013e-05 - val_loss: 1.1798e-05 - val_mean_squared_error: 1.1798e-05
Epoch 15/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.0073e-05 - mean_squared_error: 3.0073e-05
Epoch 00015: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\15-0.0000.hdf5
2177/2177 [==============================] - 11s 5ms/step - loss: 3.0156e-05 - mean_squared_error: 3.0156e-05 - val_loss: 2.2556e-05 - val_mean_squared_error: 2.2556e-05
Epoch 16/500
2177/2177 [==============================] - ETA: 0s - loss: 3.0395e-05 - mean_squared_error: 3.0395e-05
Epoch 00016: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 3.0395e-05 - mean_squared_error: 3.0395e-05 - val_loss: 8.0624e-06 - val_mean_squared_error: 8.0624e-06
Epoch 17/500
2165/2177 [============================>.] - ETA: 0s - loss: 3.0332e-05 - mean_squared_error: 3.0332e-05
Epoch 00017: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 3.0350e-05 - mean_squared_error: 3.0350e-05 - val_loss: 9.8737e-06 - val_mean_squared_error: 9.8737e-06
Epoch 18/500
2173/2177 [============================>.] - ETA: 0s - loss: 3.1081e-05 - mean_squared_error: 3.1081e-05
Epoch 00018: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 3.1242e-05 - mean_squared_error: 3.1242e-05 - val_loss: 2.4439e-05 - val_mean_squared_error: 2.4439e-05
Epoch 19/500
2170/2177 [============================>.] - ETA: 0s - loss: 2.9357e-05 - mean_squared_error: 2.9357e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\19-0.0000.hdf5
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9440e-05 - mean_squared_error: 2.9440e-05 - val_loss: 1.8989e-05 - val_mean_squared_error: 1.8989e-05
Epoch 20/500
2177/2177 [==============================] - ETA: 0s - loss: 2.9924e-05 - mean_squared_error: 2.9924e-05
Epoch 00020: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9924e-05 - mean_squared_error: 2.9924e-05 - val_loss: 9.0862e-06 - val_mean_squared_error: 9.0862e-06
Epoch 21/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.0652e-05 - mean_squared_error: 3.0652e-05
Epoch 00021: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 3.0700e-05 - mean_squared_error: 3.0700e-05 - val_loss: 1.4624e-05 - val_mean_squared_error: 1.4624e-05
Epoch 22/500
2170/2177 [============================>.] - ETA: 0s - loss: 2.9451e-05 - mean_squared_error: 2.9451e-05
Epoch 00022: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\22-0.0000.hdf5
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9366e-05 - mean_squared_error: 2.9366e-05 - val_loss: 8.9727e-06 - val_mean_squared_error: 8.9727e-06
Epoch 23/500
2168/2177 [============================>.] - ETA: 0s - loss: 2.9760e-05 - mean_squared_error: 2.9760e-05
Epoch 00023: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 2.9884e-05 - mean_squared_error: 2.9884e-05 - val_loss: 1.6506e-05 - val_mean_squared_error: 1.6506e-05
Epoch 24/500
2169/2177 [============================>.] - ETA: 0s - loss: 3.0451e-05 - mean_squared_error: 3.0451e-05
Epoch 00024: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 5ms/step - loss: 3.0474e-05 - mean_squared_error: 3.0474e-05 - val_loss: 9.0523e-06 - val_mean_squared_error: 9.0523e-06
Epoch 25/500
2176/2177 [============================>.] - ETA: 0s - loss: 2.9481e-05 - mean_squared_error: 2.9481e-05
Epoch 00025: loss did not improve from 0.00003
2177/2177 [==============================] - 12s 6ms/step - loss: 2.9472e-05 - mean_squared_error: 2.9472e-05 - val_loss: 9.2008e-06 - val_mean_squared_error: 9.2008e-06
Epoch 26/500
2169/2177 [============================>.] - ETA: 0s - loss: 2.9006e-05 - mean_squared_error: 2.9006e-05
Epoch 00026: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/7\26-0.0000.hdf5
2177/2177 [==============================] - 13s 6ms/step - loss: 2.8937e-05 - mean_squared_error: 2.8937e-05 - val_loss: 8.4365e-06 - val_mean_squared_error: 8.4365e-06
Epoch 27/500
2177/2177 [==============================] - ETA: 0s - loss: 2.9785e-05 - mean_squared_error: 2.9785e-05
Epoch 00027: loss did not improve from 0.00003
2177/2177 [==============================] - 13s 6ms/step - loss: 2.9785e-05 - mean_squared_error: 2.9785e-05 - val_loss: 8.0670e-06 - val_mean_squared_error: 8.0670e-06
Epoch 28/500
2171/2177 [============================>.] - ETA: 0s - loss: 2.9108e-05 - mean_squared_error: 2.9108e-05
Epoch 00028: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 2.9059e-05 - mean_squared_error: 2.9059e-05 - val_loss: 9.1041e-06 - val_mean_squared_error: 9.1041e-06
Epoch 29/500
2175/2177 [============================>.] - ETA: 0s - loss: 2.9323e-05 - mean_squared_error: 2.9323e-05
Epoch 00029: loss did not improve from 0.00003
2177/2177 [==============================] - 11s 5ms/step - loss: 2.9301e-05 - mean_squared_error: 2.9301e-05 - val_loss: 8.5035e-06 - val_mean_squared_error: 8.5035e-06
Epoch 30/500
2168/2177 [============================>.] - ETA: 0s - loss: 2.8677e-05 - mean_squared_error: 2.8677e-05
Epoch 00030: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9305e-05 - mean_squared_error: 2.9305e-05 - val_loss: 1.0212e-05 - val_mean_squared_error: 1.0212e-05
Epoch 31/500
2174/2177 [============================>.] - ETA: 0s - loss: 2.9809e-05 - mean_squared_error: 2.9809e-05
Epoch 00031: loss did not improve from 0.00003
2177/2177 [==============================] - 10s 5ms/step - loss: 2.9774e-05 - mean_squared_error: 2.9774e-05 - val_loss: 9.1090e-06 - val_mean_squared_error: 9.1090e-06
Epoch 00031: early stopping
Epoch 1/500
2008/2016 [============================>.] - ETA: 0s - loss: 2.5092e-05 - mean_squared_error: 2.5092e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/8\01-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.5044e-05 - mean_squared_error: 2.5044e-05 - val_loss: 9.2512e-06 - val_mean_squared_error: 9.2512e-06
Epoch 2/500
2012/2016 [============================>.] - ETA: 0s - loss: 2.1556e-05 - mean_squared_error: 2.1556e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/8\02-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.1542e-05 - mean_squared_error: 2.1542e-05 - val_loss: 1.5804e-06 - val_mean_squared_error: 1.5804e-06
Epoch 3/500
2010/2016 [============================>.] - ETA: 0s - loss: 2.1404e-05 - mean_squared_error: 2.1404e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\03-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.1355e-05 - mean_squared_error: 2.1355e-05 - val_loss: 1.5109e-06 - val_mean_squared_error: 1.5109e-06
Epoch 4/500
2010/2016 [============================>.] - ETA: 0s - loss: 2.0143e-05 - mean_squared_error: 2.0143e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\04-0.0000.hdf5
2016/2016 [==============================] - 10s 5ms/step - loss: 2.0112e-05 - mean_squared_error: 2.0112e-05 - val_loss: 2.4984e-06 - val_mean_squared_error: 2.4984e-06
Epoch 5/500
2012/2016 [============================>.] - ETA: 0s - loss: 2.0510e-05 - mean_squared_error: 2.0510e-05
Epoch 00005: loss did not improve from 0.00002
2016/2016 [==============================] - 10s 5ms/step - loss: 2.0492e-05 - mean_squared_error: 2.0492e-05 - val_loss: 1.5979e-06 - val_mean_squared_error: 1.5979e-06
Epoch 6/500
2012/2016 [============================>.] - ETA: 0s - loss: 1.8534e-05 - mean_squared_error: 1.8534e-05
Epoch 00006: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\06-0.0000.hdf5
2016/2016 [==============================] - 11s 5ms/step - loss: 1.8509e-05 - mean_squared_error: 1.8509e-05 - val_loss: 1.7157e-06 - val_mean_squared_error: 1.7157e-06
Epoch 7/500
2011/2016 [============================>.] - ETA: 0s - loss: 2.1831e-05 - mean_squared_error: 2.1831e-05
Epoch 00007: loss did not improve from 0.00002
2016/2016 [==============================] - 12s 6ms/step - loss: 2.1792e-05 - mean_squared_error: 2.1792e-05 - val_loss: 1.6204e-06 - val_mean_squared_error: 1.6204e-06
Epoch 8/500
2011/2016 [============================>.] - ETA: 0s - loss: 1.9529e-05 - mean_squared_error: 1.9529e-05
Epoch 00008: loss did not improve from 0.00002
2016/2016 [==============================] - 18s 9ms/step - loss: 1.9496e-05 - mean_squared_error: 1.9496e-05 - val_loss: 1.6099e-06 - val_mean_squared_error: 1.6099e-06
Epoch 9/500
2016/2016 [==============================] - ETA: 0s - loss: 1.8414e-05 - mean_squared_error: 1.8414e-05
Epoch 00009: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/8\09-0.0000.hdf5
2016/2016 [==============================] - 17s 8ms/step - loss: 1.8414e-05 - mean_squared_error: 1.8414e-05 - val_loss: 1.6119e-06 - val_mean_squared_error: 1.6119e-06
Epoch 10/500
2013/2016 [============================>.] - ETA: 0s - loss: 2.0530e-05 - mean_squared_error: 2.0530e-05
Epoch 00010: loss did not improve from 0.00002
2016/2016 [==============================] - 13s 6ms/step - loss: 2.0515e-05 - mean_squared_error: 2.0515e-05 - val_loss: 3.1871e-06 - val_mean_squared_error: 3.1871e-06
Epoch 11/500
2011/2016 [============================>.] - ETA: 0s - loss: 1.8699e-05 - mean_squared_error: 1.8699e-05
Epoch 00011: loss did not improve from 0.00002
2016/2016 [==============================] - 11s 6ms/step - loss: 1.8670e-05 - mean_squared_error: 1.8670e-05 - val_loss: 1.6262e-06 - val_mean_squared_error: 1.6262e-06
Epoch 12/500
2008/2016 [============================>.] - ETA: 0s - loss: 1.8705e-05 - mean_squared_error: 1.8705e-05
Epoch 00012: loss did not improve from 0.00002
2016/2016 [==============================] - 9s 5ms/step - loss: 1.8678e-05 - mean_squared_error: 1.8678e-05 - val_loss: 2.1857e-05 - val_mean_squared_error: 2.1857e-05
Epoch 13/500
2009/2016 [============================>.] - ETA: 0s - loss: 1.9626e-05 - mean_squared_error: 1.9626e-05
Epoch 00013: loss did not improve from 0.00002
2016/2016 [==============================] - 10s 5ms/step - loss: 1.9651e-05 - mean_squared_error: 1.9651e-05 - val_loss: 3.7173e-06 - val_mean_squared_error: 3.7173e-06
Epoch 14/500
2010/2016 [============================>.] - ETA: 0s - loss: 1.8984e-05 - mean_squared_error: 1.8984e-05
Epoch 00014: loss did not improve from 0.00002
2016/2016 [==============================] - 10s 5ms/step - loss: 1.8949e-05 - mean_squared_error: 1.8949e-05 - val_loss: 2.0282e-06 - val_mean_squared_error: 2.0282e-06
Epoch 00014: early stopping
Epoch 1/500
2218/2225 [============================>.] - ETA: 0s - loss: 6.2650e-05 - mean_squared_error: 6.2650e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/9\01-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.2675e-05 - mean_squared_error: 6.2675e-05 - val_loss: 3.4000e-05 - val_mean_squared_error: 3.4000e-05
Epoch 2/500
2225/2225 [==============================] - ETA: 0s - loss: 5.8843e-05 - mean_squared_error: 5.8843e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\02-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.8843e-05 - mean_squared_error: 5.8843e-05 - val_loss: 3.2268e-05 - val_mean_squared_error: 3.2268e-05
Epoch 3/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.7470e-05 - mean_squared_error: 5.7470e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\03-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.7527e-05 - mean_squared_error: 5.7527e-05 - val_loss: 3.3562e-05 - val_mean_squared_error: 3.3562e-05
Epoch 4/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.7079e-05 - mean_squared_error: 5.7079e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\04-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 5.7148e-05 - mean_squared_error: 5.7148e-05 - val_loss: 3.3416e-05 - val_mean_squared_error: 3.3416e-05
Epoch 5/500
2217/2225 [============================>.] - ETA: 0s - loss: 5.6956e-05 - mean_squared_error: 5.6956e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\05-0.0000.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 5.6972e-05 - mean_squared_error: 5.6972e-05 - val_loss: 3.2683e-05 - val_mean_squared_error: 3.2683e-05
Epoch 6/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.7252e-05 - mean_squared_error: 5.7252e-05
Epoch 00006: loss did not improve from 0.00006
2225/2225 [==============================] - 13s 6ms/step - loss: 5.7221e-05 - mean_squared_error: 5.7221e-05 - val_loss: 3.4816e-05 - val_mean_squared_error: 3.4816e-05
Epoch 7/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.6349e-05 - mean_squared_error: 5.6349e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\07-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 5.6309e-05 - mean_squared_error: 5.6309e-05 - val_loss: 3.4251e-05 - val_mean_squared_error: 3.4251e-05
Epoch 8/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.6624e-05 - mean_squared_error: 5.6624e-05
Epoch 00008: loss did not improve from 0.00006
2225/2225 [==============================] - 12s 5ms/step - loss: 5.6649e-05 - mean_squared_error: 5.6649e-05 - val_loss: 3.7245e-05 - val_mean_squared_error: 3.7245e-05
Epoch 9/500
2214/2225 [============================>.] - ETA: 0s - loss: 5.5837e-05 - mean_squared_error: 5.5837e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\09-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.6031e-05 - mean_squared_error: 5.6031e-05 - val_loss: 3.2966e-05 - val_mean_squared_error: 3.2966e-05
Epoch 10/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.5612e-05 - mean_squared_error: 5.5612e-05
Epoch 00010: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\10-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5591e-05 - mean_squared_error: 5.5591e-05 - val_loss: 4.0016e-05 - val_mean_squared_error: 4.0016e-05
Epoch 11/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.6118e-05 - mean_squared_error: 5.6118e-05
Epoch 00011: loss did not improve from 0.00006
2225/2225 [==============================] - 10s 5ms/step - loss: 5.6145e-05 - mean_squared_error: 5.6145e-05 - val_loss: 3.2252e-05 - val_mean_squared_error: 3.2252e-05
Epoch 12/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.5683e-05 - mean_squared_error: 5.5683e-05
Epoch 00012: loss did not improve from 0.00006
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5637e-05 - mean_squared_error: 5.5637e-05 - val_loss: 3.3058e-05 - val_mean_squared_error: 3.3058e-05
Epoch 13/500
2219/2225 [============================>.] - ETA: 0s - loss: 5.5778e-05 - mean_squared_error: 5.5778e-05
Epoch 00013: loss did not improve from 0.00006
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5746e-05 - mean_squared_error: 5.5746e-05 - val_loss: 3.3417e-05 - val_mean_squared_error: 3.3417e-05
Epoch 14/500
2225/2225 [==============================] - ETA: 0s - loss: 5.5068e-05 - mean_squared_error: 5.5068e-05
Epoch 00014: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/9\14-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5068e-05 - mean_squared_error: 5.5068e-05 - val_loss: 3.4992e-05 - val_mean_squared_error: 3.4992e-05
Epoch 15/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.5662e-05 - mean_squared_error: 5.5662e-05
Epoch 00015: loss did not improve from 0.00006
2225/2225 [==============================] - 11s 5ms/step - loss: 5.5641e-05 - mean_squared_error: 5.5641e-05 - val_loss: 3.2723e-05 - val_mean_squared_error: 3.2723e-05
Epoch 16/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.4649e-05 - mean_squared_error: 5.4649e-05
Epoch 00016: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/9\16-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 5.4622e-05 - mean_squared_error: 5.4622e-05 - val_loss: 3.1401e-05 - val_mean_squared_error: 3.1401e-05
Epoch 17/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.5294e-05 - mean_squared_error: 5.5294e-05
Epoch 00017: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.5308e-05 - mean_squared_error: 5.5308e-05 - val_loss: 3.8211e-05 - val_mean_squared_error: 3.8211e-05
Epoch 18/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.4989e-05 - mean_squared_error: 5.4989e-05
Epoch 00018: loss did not improve from 0.00005
2225/2225 [==============================] - 13s 6ms/step - loss: 5.4986e-05 - mean_squared_error: 5.4986e-05 - val_loss: 3.2835e-05 - val_mean_squared_error: 3.2835e-05
Epoch 19/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.5095e-05 - mean_squared_error: 5.5095e-05
Epoch 00019: loss did not improve from 0.00005
2225/2225 [==============================] - 15s 7ms/step - loss: 5.5043e-05 - mean_squared_error: 5.5043e-05 - val_loss: 3.4916e-05 - val_mean_squared_error: 3.4916e-05
Epoch 20/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.4803e-05 - mean_squared_error: 5.4803e-05
Epoch 00020: loss did not improve from 0.00005
2225/2225 [==============================] - 13s 6ms/step - loss: 5.4783e-05 - mean_squared_error: 5.4783e-05 - val_loss: 3.6990e-05 - val_mean_squared_error: 3.6990e-05
Epoch 21/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.4672e-05 - mean_squared_error: 5.4672e-05
Epoch 00021: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4671e-05 - mean_squared_error: 5.4671e-05 - val_loss: 3.1284e-05 - val_mean_squared_error: 3.1284e-05
Epoch 00021: early stopping
Epoch 1/500
2220/2225 [============================>.] - ETA: 0s - loss: 5.4267e-05 - mean_squared_error: 5.4267e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/10\01-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4331e-05 - mean_squared_error: 5.4331e-05 - val_loss: 3.4775e-05 - val_mean_squared_error: 3.4775e-05
Epoch 2/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.4307e-05 - mean_squared_error: 5.4307e-05
Epoch 00002: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 5.4338e-05 - mean_squared_error: 5.4338e-05 - val_loss: 3.1035e-05 - val_mean_squared_error: 3.1035e-05
Epoch 3/500
2223/2225 [============================>.] - ETA: 0s - loss: 5.4660e-05 - mean_squared_error: 5.4660e-05
Epoch 00003: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4654e-05 - mean_squared_error: 5.4654e-05 - val_loss: 3.1406e-05 - val_mean_squared_error: 3.1406e-05
Epoch 4/500
2222/2225 [============================>.] - ETA: 0s - loss: 5.4833e-05 - mean_squared_error: 5.4833e-05
Epoch 00004: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4789e-05 - mean_squared_error: 5.4789e-05 - val_loss: 3.0799e-05 - val_mean_squared_error: 3.0799e-05
Epoch 5/500
2225/2225 [==============================] - ETA: 0s - loss: 5.4209e-05 - mean_squared_error: 5.4209e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/10\05-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.4209e-05 - mean_squared_error: 5.4209e-05 - val_loss: 3.0869e-05 - val_mean_squared_error: 3.0869e-05
Epoch 6/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.3898e-05 - mean_squared_error: 5.3898e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/10\06-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.3916e-05 - mean_squared_error: 5.3916e-05 - val_loss: 3.5709e-05 - val_mean_squared_error: 3.5709e-05
Epoch 7/500
2225/2225 [==============================] - ETA: 0s - loss: 5.3259e-05 - mean_squared_error: 5.3259e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/10\07-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 5.3259e-05 - mean_squared_error: 5.3259e-05 - val_loss: 3.3607e-05 - val_mean_squared_error: 3.3607e-05
Epoch 8/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.3806e-05 - mean_squared_error: 5.3806e-05
Epoch 00008: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.3744e-05 - mean_squared_error: 5.3744e-05 - val_loss: 3.2237e-05 - val_mean_squared_error: 3.2237e-05
Epoch 9/500
2221/2225 [============================>.] - ETA: 0s - loss: 5.3874e-05 - mean_squared_error: 5.3874e-05
Epoch 00009: loss did not improve from 0.00005
2225/2225 [==============================] - 13s 6ms/step - loss: 5.3856e-05 - mean_squared_error: 5.3856e-05 - val_loss: 3.1338e-05 - val_mean_squared_error: 3.1338e-05
Epoch 10/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.3941e-05 - mean_squared_error: 5.3941e-05
Epoch 00010: loss did not improve from 0.00005
2225/2225 [==============================] - 14s 6ms/step - loss: 5.3938e-05 - mean_squared_error: 5.3938e-05 - val_loss: 4.5968e-05 - val_mean_squared_error: 4.5968e-05
Epoch 11/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.3606e-05 - mean_squared_error: 5.3606e-05
Epoch 00011: loss did not improve from 0.00005
2225/2225 [==============================] - 14s 6ms/step - loss: 5.3592e-05 - mean_squared_error: 5.3592e-05 - val_loss: 3.1233e-05 - val_mean_squared_error: 3.1233e-05
Epoch 12/500
2215/2225 [============================>.] - ETA: 0s - loss: 5.4191e-05 - mean_squared_error: 5.4191e-05
Epoch 00012: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.4128e-05 - mean_squared_error: 5.4128e-05 - val_loss: 3.5970e-05 - val_mean_squared_error: 3.5970e-05
Epoch 00012: early stopping
Epoch 1/500
618/618 [==============================] - ETA: 0s - loss: 1.2285e-05 - mean_squared_error: 1.2285e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/11\01-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 1.2285e-05 - mean_squared_error: 1.2285e-05 - val_loss: 1.7660e-04 - val_mean_squared_error: 1.7660e-04
Epoch 2/500
611/618 [============================>.] - ETA: 0s - loss: 1.0348e-05 - mean_squared_error: 1.0348e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\02-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 1.0268e-05 - mean_squared_error: 1.0268e-05 - val_loss: 1.6705e-04 - val_mean_squared_error: 1.6705e-04
Epoch 3/500
618/618 [==============================] - ETA: 0s - loss: 9.4477e-06 - mean_squared_error: 9.4477e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\03-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 9.4477e-06 - mean_squared_error: 9.4477e-06 - val_loss: 1.6239e-04 - val_mean_squared_error: 1.6239e-04
Epoch 4/500
612/618 [============================>.] - ETA: 0s - loss: 9.5840e-06 - mean_squared_error: 9.5840e-06
Epoch 00004: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.5108e-06 - mean_squared_error: 9.5108e-06 - val_loss: 1.6426e-04 - val_mean_squared_error: 1.6426e-04
Epoch 5/500
612/618 [============================>.] - ETA: 0s - loss: 9.1726e-06 - mean_squared_error: 9.1726e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\05-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 9.2844e-06 - mean_squared_error: 9.2844e-06 - val_loss: 1.7437e-04 - val_mean_squared_error: 1.7437e-04
Epoch 6/500
617/618 [============================>.] - ETA: 0s - loss: 8.8050e-06 - mean_squared_error: 8.8050e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\06-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 9.1408e-06 - mean_squared_error: 9.1408e-06 - val_loss: 2.0405e-04 - val_mean_squared_error: 2.0405e-04
Epoch 7/500
613/618 [============================>.] - ETA: 0s - loss: 9.6621e-06 - mean_squared_error: 9.6621e-06
Epoch 00007: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.6041e-06 - mean_squared_error: 9.6041e-06 - val_loss: 2.0135e-04 - val_mean_squared_error: 2.0135e-04
Epoch 8/500
615/618 [============================>.] - ETA: 0s - loss: 8.6065e-06 - mean_squared_error: 8.6065e-06
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/11\08-0.0002.hdf5
618/618 [==============================] - 3s 5ms/step - loss: 8.5850e-06 - mean_squared_error: 8.5850e-06 - val_loss: 1.7718e-04 - val_mean_squared_error: 1.7718e-04
Epoch 9/500
608/618 [============================>.] - ETA: 0s - loss: 8.9756e-06 - mean_squared_error: 8.9756e-06
Epoch 00009: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 8.8715e-06 - mean_squared_error: 8.8715e-06 - val_loss: 2.2802e-04 - val_mean_squared_error: 2.2802e-04
Epoch 10/500
606/618 [============================>.] - ETA: 0s - loss: 9.3634e-06 - mean_squared_error: 9.3634e-06
Epoch 00010: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.2592e-06 - mean_squared_error: 9.2592e-06 - val_loss: 2.3618e-04 - val_mean_squared_error: 2.3618e-04
Epoch 11/500
607/618 [============================>.] - ETA: 0s - loss: 8.3567e-06 - mean_squared_error: 8.3567e-06
Epoch 00011: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 8.7137e-06 - mean_squared_error: 8.7137e-06 - val_loss: 2.1612e-04 - val_mean_squared_error: 2.1612e-04
Epoch 12/500
611/618 [============================>.] - ETA: 0s - loss: 8.9323e-06 - mean_squared_error: 8.9323e-06
Epoch 00012: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 8.8483e-06 - mean_squared_error: 8.8483e-06 - val_loss: 1.9895e-04 - val_mean_squared_error: 1.9895e-04
Epoch 13/500
618/618 [==============================] - ETA: 0s - loss: 9.1332e-06 - mean_squared_error: 9.1332e-06
Epoch 00013: loss did not improve from 0.00001
618/618 [==============================] - 3s 5ms/step - loss: 9.1332e-06 - mean_squared_error: 9.1332e-06 - val_loss: 2.2816e-04 - val_mean_squared_error: 2.2816e-04
Epoch 00013: early stopping
Epoch 1/500
2121/2127 [============================>.] - ETA: 0s - loss: 4.5760e-05 - mean_squared_error: 4.5760e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/12\01-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 4.5958e-05 - mean_squared_error: 4.5958e-05 - val_loss: 3.5000e-05 - val_mean_squared_error: 3.5000e-05
Epoch 2/500
2127/2127 [==============================] - ETA: 0s - loss: 4.2532e-05 - mean_squared_error: 4.2532e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/12\02-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 4.2532e-05 - mean_squared_error: 4.2532e-05 - val_loss: 2.4488e-05 - val_mean_squared_error: 2.4488e-05
Epoch 3/500
2124/2127 [============================>.] - ETA: 0s - loss: 4.2324e-05 - mean_squared_error: 4.2324e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\03-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 4.2300e-05 - mean_squared_error: 4.2300e-05 - val_loss: 2.2699e-05 - val_mean_squared_error: 2.2699e-05
Epoch 4/500
2127/2127 [==============================] - ETA: 0s - loss: 4.0182e-05 - mean_squared_error: 4.0182e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\04-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 4.0182e-05 - mean_squared_error: 4.0182e-05 - val_loss: 2.4252e-05 - val_mean_squared_error: 2.4252e-05
Epoch 5/500
2123/2127 [============================>.] - ETA: 0s - loss: 4.1805e-05 - mean_squared_error: 4.1805e-05
Epoch 00005: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 5ms/step - loss: 4.1754e-05 - mean_squared_error: 4.1754e-05 - val_loss: 2.2457e-05 - val_mean_squared_error: 2.2457e-05
Epoch 6/500
2123/2127 [============================>.] - ETA: 0s - loss: 4.0371e-05 - mean_squared_error: 4.0371e-05
Epoch 00006: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 6ms/step - loss: 4.0420e-05 - mean_squared_error: 4.0420e-05 - val_loss: 2.4099e-05 - val_mean_squared_error: 2.4099e-05
Epoch 7/500
2121/2127 [============================>.] - ETA: 0s - loss: 4.0469e-05 - mean_squared_error: 4.0469e-05
Epoch 00007: loss did not improve from 0.00004
2127/2127 [==============================] - 13s 6ms/step - loss: 4.0383e-05 - mean_squared_error: 4.0383e-05 - val_loss: 2.1043e-05 - val_mean_squared_error: 2.1043e-05
Epoch 8/500
2120/2127 [============================>.] - ETA: 0s - loss: 3.9912e-05 - mean_squared_error: 3.9912e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\08-0.0000.hdf5
2127/2127 [==============================] - 13s 6ms/step - loss: 3.9850e-05 - mean_squared_error: 3.9850e-05 - val_loss: 2.1136e-05 - val_mean_squared_error: 2.1136e-05
Epoch 9/500
2118/2127 [============================>.] - ETA: 0s - loss: 3.9632e-05 - mean_squared_error: 3.9632e-05
Epoch 00009: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 5ms/step - loss: 3.9869e-05 - mean_squared_error: 3.9869e-05 - val_loss: 2.5674e-05 - val_mean_squared_error: 2.5674e-05
Epoch 10/500
2125/2127 [============================>.] - ETA: 0s - loss: 3.9157e-05 - mean_squared_error: 3.9157e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\10-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 3.9149e-05 - mean_squared_error: 3.9149e-05 - val_loss: 2.2675e-05 - val_mean_squared_error: 2.2675e-05
Epoch 11/500
2119/2127 [============================>.] - ETA: 0s - loss: 3.9811e-05 - mean_squared_error: 3.9811e-05
Epoch 00011: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.9849e-05 - mean_squared_error: 3.9849e-05 - val_loss: 2.4047e-05 - val_mean_squared_error: 2.4047e-05
Epoch 12/500
2125/2127 [============================>.] - ETA: 0s - loss: 4.0043e-05 - mean_squared_error: 4.0043e-05
Epoch 00012: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 4.0049e-05 - mean_squared_error: 4.0049e-05 - val_loss: 2.2897e-05 - val_mean_squared_error: 2.2897e-05
Epoch 13/500
2127/2127 [==============================] - ETA: 0s - loss: 3.8437e-05 - mean_squared_error: 3.8437e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\13-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8437e-05 - mean_squared_error: 3.8437e-05 - val_loss: 3.0896e-05 - val_mean_squared_error: 3.0896e-05
Epoch 14/500
2122/2127 [============================>.] - ETA: 0s - loss: 3.8337e-05 - mean_squared_error: 3.8337e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\14-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8274e-05 - mean_squared_error: 3.8274e-05 - val_loss: 2.5512e-05 - val_mean_squared_error: 2.5512e-05
Epoch 15/500
2125/2127 [============================>.] - ETA: 0s - loss: 3.8868e-05 - mean_squared_error: 3.8868e-05
Epoch 00015: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8845e-05 - mean_squared_error: 3.8845e-05 - val_loss: 2.4700e-05 - val_mean_squared_error: 2.4700e-05
Epoch 16/500
2121/2127 [============================>.] - ETA: 0s - loss: 3.7887e-05 - mean_squared_error: 3.7887e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\16-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7802e-05 - mean_squared_error: 3.7802e-05 - val_loss: 2.4075e-05 - val_mean_squared_error: 2.4075e-05
Epoch 17/500
2123/2127 [============================>.] - ETA: 0s - loss: 3.9019e-05 - mean_squared_error: 3.9019e-05
Epoch 00017: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.8961e-05 - mean_squared_error: 3.8961e-05 - val_loss: 2.3582e-05 - val_mean_squared_error: 2.3582e-05
Epoch 18/500
2122/2127 [============================>.] - ETA: 0s - loss: 3.7583e-05 - mean_squared_error: 3.7583e-05
Epoch 00018: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\18-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7511e-05 - mean_squared_error: 3.7511e-05 - val_loss: 2.4047e-05 - val_mean_squared_error: 2.4047e-05
Epoch 19/500
2123/2127 [============================>.] - ETA: 0s - loss: 3.8316e-05 - mean_squared_error: 3.8316e-05
Epoch 00019: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 6ms/step - loss: 3.8263e-05 - mean_squared_error: 3.8263e-05 - val_loss: 2.3347e-05 - val_mean_squared_error: 2.3347e-05
Epoch 20/500
2123/2127 [============================>.] - ETA: 0s - loss: 3.7815e-05 - mean_squared_error: 3.7815e-05
Epoch 00020: loss did not improve from 0.00004
2127/2127 [==============================] - 12s 6ms/step - loss: 3.7764e-05 - mean_squared_error: 3.7764e-05 - val_loss: 2.3888e-05 - val_mean_squared_error: 2.3888e-05
Epoch 21/500
2126/2127 [============================>.] - ETA: 0s - loss: 3.7915e-05 - mean_squared_error: 3.7915e-05
Epoch 00021: loss did not improve from 0.00004
2127/2127 [==============================] - 13s 6ms/step - loss: 3.7909e-05 - mean_squared_error: 3.7909e-05 - val_loss: 2.7892e-05 - val_mean_squared_error: 2.7892e-05
Epoch 22/500
2117/2127 [============================>.] - ETA: 0s - loss: 3.7266e-05 - mean_squared_error: 3.7266e-05
Epoch 00022: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\22-0.0000.hdf5
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7168e-05 - mean_squared_error: 3.7168e-05 - val_loss: 2.4451e-05 - val_mean_squared_error: 2.4451e-05
Epoch 23/500
2127/2127 [==============================] - ETA: 0s - loss: 3.7479e-05 - mean_squared_error: 3.7479e-05
Epoch 00023: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7479e-05 - mean_squared_error: 3.7479e-05 - val_loss: 2.3817e-05 - val_mean_squared_error: 2.3817e-05
Epoch 24/500
2120/2127 [============================>.] - ETA: 0s - loss: 3.6971e-05 - mean_squared_error: 3.6971e-05
Epoch 00024: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\24-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7062e-05 - mean_squared_error: 3.7062e-05 - val_loss: 2.7276e-05 - val_mean_squared_error: 2.7276e-05
Epoch 25/500
2124/2127 [============================>.] - ETA: 0s - loss: 3.8113e-05 - mean_squared_error: 3.8113e-05
Epoch 00025: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.8074e-05 - mean_squared_error: 3.8074e-05 - val_loss: 2.2571e-05 - val_mean_squared_error: 2.2571e-05
Epoch 26/500
2127/2127 [==============================] - ETA: 0s - loss: 3.6993e-05 - mean_squared_error: 3.6993e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/12\26-0.0000.hdf5
2127/2127 [==============================] - 10s 5ms/step - loss: 3.6993e-05 - mean_squared_error: 3.6993e-05 - val_loss: 2.3528e-05 - val_mean_squared_error: 2.3528e-05
Epoch 27/500
2118/2127 [============================>.] - ETA: 0s - loss: 3.7388e-05 - mean_squared_error: 3.7388e-05
Epoch 00027: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7255e-05 - mean_squared_error: 3.7255e-05 - val_loss: 2.4033e-05 - val_mean_squared_error: 2.4033e-05
Epoch 28/500
2116/2127 [============================>.] - ETA: 0s - loss: 3.7365e-05 - mean_squared_error: 3.7365e-05
Epoch 00028: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7324e-05 - mean_squared_error: 3.7324e-05 - val_loss: 2.4897e-05 - val_mean_squared_error: 2.4897e-05
Epoch 29/500
2125/2127 [============================>.] - ETA: 0s - loss: 3.7335e-05 - mean_squared_error: 3.7335e-05
Epoch 00029: loss did not improve from 0.00004
2127/2127 [==============================] - 10s 5ms/step - loss: 3.7343e-05 - mean_squared_error: 3.7343e-05 - val_loss: 2.7915e-05 - val_mean_squared_error: 2.7915e-05
Epoch 30/500
2118/2127 [============================>.] - ETA: 0s - loss: 3.7394e-05 - mean_squared_error: 3.7394e-05
Epoch 00030: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7332e-05 - mean_squared_error: 3.7332e-05 - val_loss: 2.7200e-05 - val_mean_squared_error: 2.7200e-05
Epoch 31/500
2126/2127 [============================>.] - ETA: 0s - loss: 3.7444e-05 - mean_squared_error: 3.7444e-05
Epoch 00031: loss did not improve from 0.00004
2127/2127 [==============================] - 11s 5ms/step - loss: 3.7437e-05 - mean_squared_error: 3.7437e-05 - val_loss: 2.6779e-05 - val_mean_squared_error: 2.6779e-05
Epoch 00031: early stopping
Epoch 1/500
1953/1961 [============================>.] - ETA: 0s - loss: 7.0281e-04 - mean_squared_error: 7.0281e-04
Epoch 00001: loss improved from inf to 0.00070, saving model to ./model_LSTM/13\01-0.0005.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 7.0297e-04 - mean_squared_error: 7.0297e-04 - val_loss: 4.9350e-04 - val_mean_squared_error: 4.9350e-04
Epoch 2/500
1960/1961 [============================>.] - ETA: 0s - loss: 5.4022e-04 - mean_squared_error: 5.4022e-04
Epoch 00002: loss improved from 0.00070 to 0.00054, saving model to ./model_LSTM/13\02-0.0005.hdf5
1961/1961 [==============================] - 16s 8ms/step - loss: 5.4018e-04 - mean_squared_error: 5.4018e-04 - val_loss: 4.7592e-04 - val_mean_squared_error: 4.7592e-04
Epoch 3/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.9022e-04 - mean_squared_error: 4.9022e-04
Epoch 00003: loss improved from 0.00054 to 0.00049, saving model to ./model_LSTM/13\03-0.0004.hdf5
1961/1961 [==============================] - 13s 7ms/step - loss: 4.8975e-04 - mean_squared_error: 4.8975e-04 - val_loss: 3.7980e-04 - val_mean_squared_error: 3.7980e-04
Epoch 4/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.7117e-04 - mean_squared_error: 4.7117e-04
Epoch 00004: loss improved from 0.00049 to 0.00047, saving model to ./model_LSTM/13\04-0.0004.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.7007e-04 - mean_squared_error: 4.7007e-04 - val_loss: 3.7743e-04 - val_mean_squared_error: 3.7743e-04
Epoch 5/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.5406e-04 - mean_squared_error: 4.5406e-04
Epoch 00005: loss improved from 0.00047 to 0.00045, saving model to ./model_LSTM/13\05-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5432e-04 - mean_squared_error: 4.5432e-04 - val_loss: 3.4899e-04 - val_mean_squared_error: 3.4899e-04
Epoch 6/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4364e-04 - mean_squared_error: 4.4364e-04
Epoch 00006: loss improved from 0.00045 to 0.00044, saving model to ./model_LSTM/13\06-0.0004.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.4369e-04 - mean_squared_error: 4.4369e-04 - val_loss: 3.5925e-04 - val_mean_squared_error: 3.5925e-04
Epoch 7/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3078e-04 - mean_squared_error: 4.3078e-04
Epoch 00007: loss improved from 0.00044 to 0.00043, saving model to ./model_LSTM/13\07-0.0003.hdf5
1961/1961 [==============================] - 9s 5ms/step - loss: 4.3058e-04 - mean_squared_error: 4.3058e-04 - val_loss: 3.3235e-04 - val_mean_squared_error: 3.3235e-04
Epoch 8/500
1961/1961 [==============================] - ETA: 0s - loss: 4.1958e-04 - mean_squared_error: 4.1958e-04
Epoch 00008: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/13\08-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.1958e-04 - mean_squared_error: 4.1958e-04 - val_loss: 3.3573e-04 - val_mean_squared_error: 3.3573e-04
Epoch 9/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.1119e-04 - mean_squared_error: 4.1119e-04
Epoch 00009: loss improved from 0.00042 to 0.00041, saving model to ./model_LSTM/13\09-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.1090e-04 - mean_squared_error: 4.1090e-04 - val_loss: 3.1524e-04 - val_mean_squared_error: 3.1524e-04
Epoch 10/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.0118e-04 - mean_squared_error: 4.0118e-04
Epoch 00010: loss improved from 0.00041 to 0.00040, saving model to ./model_LSTM/13\10-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.0257e-04 - mean_squared_error: 4.0257e-04 - val_loss: 3.0337e-04 - val_mean_squared_error: 3.0337e-04
Epoch 11/500
1961/1961 [==============================] - ETA: 0s - loss: 3.9822e-04 - mean_squared_error: 3.9822e-04
Epoch 00011: loss improved from 0.00040 to 0.00040, saving model to ./model_LSTM/13\11-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.9822e-04 - mean_squared_error: 3.9822e-04 - val_loss: 3.1376e-04 - val_mean_squared_error: 3.1376e-04
Epoch 12/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.9466e-04 - mean_squared_error: 3.9466e-04
Epoch 00012: loss improved from 0.00040 to 0.00039, saving model to ./model_LSTM/13\12-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.9434e-04 - mean_squared_error: 3.9434e-04 - val_loss: 3.0851e-04 - val_mean_squared_error: 3.0851e-04
Epoch 13/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.8889e-04 - mean_squared_error: 3.8889e-04
Epoch 00013: loss improved from 0.00039 to 0.00039, saving model to ./model_LSTM/13\13-0.0003.hdf5
1961/1961 [==============================] - 11s 5ms/step - loss: 3.8858e-04 - mean_squared_error: 3.8858e-04 - val_loss: 2.9134e-04 - val_mean_squared_error: 2.9134e-04
Epoch 14/500
1956/1961 [============================>.] - ETA: 0s - loss: 3.8735e-04 - mean_squared_error: 3.8735e-04
Epoch 00014: loss improved from 0.00039 to 0.00039, saving model to ./model_LSTM/13\14-0.0003.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 3.8739e-04 - mean_squared_error: 3.8739e-04 - val_loss: 2.9848e-04 - val_mean_squared_error: 2.9848e-04
Epoch 15/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.8116e-04 - mean_squared_error: 3.8116e-04
Epoch 00015: loss improved from 0.00039 to 0.00038, saving model to ./model_LSTM/13\15-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.8164e-04 - mean_squared_error: 3.8164e-04 - val_loss: 3.2136e-04 - val_mean_squared_error: 3.2136e-04
Epoch 16/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.8254e-04 - mean_squared_error: 3.8254e-04
Epoch 00016: loss did not improve from 0.00038
1961/1961 [==============================] - 14s 7ms/step - loss: 3.8213e-04 - mean_squared_error: 3.8213e-04 - val_loss: 3.0373e-04 - val_mean_squared_error: 3.0373e-04
Epoch 17/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.7399e-04 - mean_squared_error: 3.7399e-04
Epoch 00017: loss improved from 0.00038 to 0.00037, saving model to ./model_LSTM/13\17-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.7390e-04 - mean_squared_error: 3.7390e-04 - val_loss: 2.9972e-04 - val_mean_squared_error: 2.9972e-04
Epoch 18/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.7749e-04 - mean_squared_error: 3.7749e-04
Epoch 00018: loss did not improve from 0.00037
1961/1961 [==============================] - 12s 6ms/step - loss: 3.7770e-04 - mean_squared_error: 3.7770e-04 - val_loss: 2.9514e-04 - val_mean_squared_error: 2.9514e-04
Epoch 19/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.7109e-04 - mean_squared_error: 3.7109e-04
Epoch 00019: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\19-0.0003.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 3.7069e-04 - mean_squared_error: 3.7069e-04 - val_loss: 3.1260e-04 - val_mean_squared_error: 3.1260e-04
Epoch 20/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.7487e-04 - mean_squared_error: 3.7487e-04
Epoch 00020: loss did not improve from 0.00037
1961/1961 [==============================] - 10s 5ms/step - loss: 3.7413e-04 - mean_squared_error: 3.7413e-04 - val_loss: 3.0770e-04 - val_mean_squared_error: 3.0770e-04
Epoch 21/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.7003e-04 - mean_squared_error: 3.7003e-04
Epoch 00021: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\21-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.7052e-04 - mean_squared_error: 3.7052e-04 - val_loss: 2.9613e-04 - val_mean_squared_error: 2.9613e-04
Epoch 22/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.7172e-04 - mean_squared_error: 3.7172e-04
Epoch 00022: loss did not improve from 0.00037
1961/1961 [==============================] - 17s 9ms/step - loss: 3.7114e-04 - mean_squared_error: 3.7114e-04 - val_loss: 2.8161e-04 - val_mean_squared_error: 2.8161e-04
Epoch 23/500
1959/1961 [============================>.] - ETA: 0s - loss: 3.6815e-04 - mean_squared_error: 3.6815e-04
Epoch 00023: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\23-0.0003.hdf5
1961/1961 [==============================] - 16s 8ms/step - loss: 3.6810e-04 - mean_squared_error: 3.6810e-04 - val_loss: 2.9795e-04 - val_mean_squared_error: 2.9795e-04
Epoch 24/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.6571e-04 - mean_squared_error: 3.6571e-04
Epoch 00024: loss improved from 0.00037 to 0.00037, saving model to ./model_LSTM/13\24-0.0003.hdf5
1961/1961 [==============================] - 14s 7ms/step - loss: 3.6570e-04 - mean_squared_error: 3.6570e-04 - val_loss: 3.0364e-04 - val_mean_squared_error: 3.0364e-04
Epoch 25/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.6460e-04 - mean_squared_error: 3.6460e-04
Epoch 00025: loss improved from 0.00037 to 0.00036, saving model to ./model_LSTM/13\25-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.6461e-04 - mean_squared_error: 3.6461e-04 - val_loss: 3.0585e-04 - val_mean_squared_error: 3.0585e-04
Epoch 26/500
1961/1961 [==============================] - ETA: 0s - loss: 3.6202e-04 - mean_squared_error: 3.6202e-04
Epoch 00026: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\26-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.6202e-04 - mean_squared_error: 3.6202e-04 - val_loss: 2.8410e-04 - val_mean_squared_error: 2.8410e-04
Epoch 27/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.6230e-04 - mean_squared_error: 3.6230e-04
Epoch 00027: loss did not improve from 0.00036
1961/1961 [==============================] - 13s 7ms/step - loss: 3.6227e-04 - mean_squared_error: 3.6227e-04 - val_loss: 2.8589e-04 - val_mean_squared_error: 2.8589e-04
Epoch 28/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.6058e-04 - mean_squared_error: 3.6058e-04
Epoch 00028: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\28-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.6013e-04 - mean_squared_error: 3.6013e-04 - val_loss: 2.8398e-04 - val_mean_squared_error: 2.8398e-04
Epoch 29/500
1961/1961 [==============================] - ETA: 0s - loss: 3.5842e-04 - mean_squared_error: 3.5842e-04
Epoch 00029: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\29-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5842e-04 - mean_squared_error: 3.5842e-04 - val_loss: 3.0745e-04 - val_mean_squared_error: 3.0745e-04
Epoch 30/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.5927e-04 - mean_squared_error: 3.5927e-04
Epoch 00030: loss did not improve from 0.00036
1961/1961 [==============================] - 11s 6ms/step - loss: 3.5914e-04 - mean_squared_error: 3.5914e-04 - val_loss: 3.2257e-04 - val_mean_squared_error: 3.2257e-04
Epoch 31/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.6112e-04 - mean_squared_error: 3.6112e-04
Epoch 00031: loss did not improve from 0.00036
1961/1961 [==============================] - 10s 5ms/step - loss: 3.6112e-04 - mean_squared_error: 3.6112e-04 - val_loss: 2.8065e-04 - val_mean_squared_error: 2.8065e-04
Epoch 32/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.5801e-04 - mean_squared_error: 3.5801e-04
Epoch 00032: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\32-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.5829e-04 - mean_squared_error: 3.5829e-04 - val_loss: 2.7462e-04 - val_mean_squared_error: 2.7462e-04
Epoch 33/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.5513e-04 - mean_squared_error: 3.5513e-04
Epoch 00033: loss improved from 0.00036 to 0.00036, saving model to ./model_LSTM/13\33-0.0003.hdf5
1961/1961 [==============================] - 14s 7ms/step - loss: 3.5526e-04 - mean_squared_error: 3.5526e-04 - val_loss: 2.7059e-04 - val_mean_squared_error: 2.7059e-04
Epoch 34/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.5366e-04 - mean_squared_error: 3.5366e-04
Epoch 00034: loss improved from 0.00036 to 0.00035, saving model to ./model_LSTM/13\34-0.0003.hdf5
1961/1961 [==============================] - 14s 7ms/step - loss: 3.5467e-04 - mean_squared_error: 3.5467e-04 - val_loss: 3.3153e-04 - val_mean_squared_error: 3.3153e-04
Epoch 35/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.5170e-04 - mean_squared_error: 3.5170e-04
Epoch 00035: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\35-0.0003.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5168e-04 - mean_squared_error: 3.5168e-04 - val_loss: 2.7174e-04 - val_mean_squared_error: 2.7174e-04
Epoch 36/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.5178e-04 - mean_squared_error: 3.5178e-04
Epoch 00036: loss did not improve from 0.00035
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5177e-04 - mean_squared_error: 3.5177e-04 - val_loss: 2.7867e-04 - val_mean_squared_error: 2.7867e-04
Epoch 37/500
1956/1961 [============================>.] - ETA: 0s - loss: 3.5116e-04 - mean_squared_error: 3.5116e-04
Epoch 00037: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\37-0.0003.hdf5
1961/1961 [==============================] - 13s 7ms/step - loss: 3.5129e-04 - mean_squared_error: 3.5129e-04 - val_loss: 2.7816e-04 - val_mean_squared_error: 2.7816e-04
Epoch 38/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.4973e-04 - mean_squared_error: 3.4973e-04
Epoch 00038: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\38-0.0003.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 3.4957e-04 - mean_squared_error: 3.4957e-04 - val_loss: 2.8326e-04 - val_mean_squared_error: 2.8326e-04
Epoch 39/500
1961/1961 [==============================] - ETA: 0s - loss: 3.5004e-04 - mean_squared_error: 3.5004e-04
Epoch 00039: loss did not improve from 0.00035
1961/1961 [==============================] - 12s 6ms/step - loss: 3.5004e-04 - mean_squared_error: 3.5004e-04 - val_loss: 3.2466e-04 - val_mean_squared_error: 3.2466e-04
Epoch 40/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.4600e-04 - mean_squared_error: 3.4600e-04
Epoch 00040: loss improved from 0.00035 to 0.00035, saving model to ./model_LSTM/13\40-0.0003.hdf5
1961/1961 [==============================] - 13s 6ms/step - loss: 3.4575e-04 - mean_squared_error: 3.4575e-04 - val_loss: 2.7966e-04 - val_mean_squared_error: 2.7966e-04
Epoch 41/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.4784e-04 - mean_squared_error: 3.4784e-04
Epoch 00041: loss did not improve from 0.00035
1961/1961 [==============================] - 12s 6ms/step - loss: 3.4775e-04 - mean_squared_error: 3.4775e-04 - val_loss: 3.3510e-04 - val_mean_squared_error: 3.3510e-04
Epoch 42/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4662e-04 - mean_squared_error: 3.4662e-04
Epoch 00042: loss did not improve from 0.00035
1961/1961 [==============================] - 11s 6ms/step - loss: 3.4678e-04 - mean_squared_error: 3.4678e-04 - val_loss: 2.8638e-04 - val_mean_squared_error: 2.8638e-04
Epoch 43/500
1950/1961 [============================>.] - ETA: 0s - loss: 3.4635e-04 - mean_squared_error: 3.4635e-04
Epoch 00043: loss did not improve from 0.00035
1961/1961 [==============================] - 10s 5ms/step - loss: 3.4622e-04 - mean_squared_error: 3.4622e-04 - val_loss: 2.9296e-04 - val_mean_squared_error: 2.9296e-04
Epoch 44/500
1950/1961 [============================>.] - ETA: 0s - loss: 3.4355e-04 - mean_squared_error: 3.4355e-04
Epoch 00044: loss improved from 0.00035 to 0.00034, saving model to ./model_LSTM/13\44-0.0003.hdf5
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4367e-04 - mean_squared_error: 3.4367e-04 - val_loss: 2.7233e-04 - val_mean_squared_error: 2.7233e-04
Epoch 45/500
1957/1961 [============================>.] - ETA: 0s - loss: 3.4305e-04 - mean_squared_error: 3.4305e-04
Epoch 00045: loss improved from 0.00034 to 0.00034, saving model to ./model_LSTM/13\45-0.0003.hdf5
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4337e-04 - mean_squared_error: 3.4337e-04 - val_loss: 3.0470e-04 - val_mean_squared_error: 3.0470e-04
Epoch 46/500
1958/1961 [============================>.] - ETA: 0s - loss: 3.4451e-04 - mean_squared_error: 3.4451e-04
Epoch 00046: loss did not improve from 0.00034
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4472e-04 - mean_squared_error: 3.4472e-04 - val_loss: 2.6553e-04 - val_mean_squared_error: 2.6553e-04
Epoch 47/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4353e-04 - mean_squared_error: 3.4353e-04
Epoch 00047: loss did not improve from 0.00034
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4354e-04 - mean_squared_error: 3.4354e-04 - val_loss: 2.8494e-04 - val_mean_squared_error: 2.8494e-04
Epoch 48/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4236e-04 - mean_squared_error: 3.4236e-04
Epoch 00048: loss improved from 0.00034 to 0.00034, saving model to ./model_LSTM/13\48-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.4262e-04 - mean_squared_error: 3.4262e-04 - val_loss: 2.6576e-04 - val_mean_squared_error: 2.6576e-04
Epoch 49/500
1953/1961 [============================>.] - ETA: 0s - loss: 3.4317e-04 - mean_squared_error: 3.4317e-04
Epoch 00049: loss did not improve from 0.00034
1961/1961 [==============================] - 9s 5ms/step - loss: 3.4300e-04 - mean_squared_error: 3.4300e-04 - val_loss: 2.8225e-04 - val_mean_squared_error: 2.8225e-04
Epoch 50/500
1956/1961 [============================>.] - ETA: 0s - loss: 3.4516e-04 - mean_squared_error: 3.4516e-04
Epoch 00050: loss did not improve from 0.00034
1961/1961 [==============================] - 10s 5ms/step - loss: 3.4496e-04 - mean_squared_error: 3.4496e-04 - val_loss: 2.8592e-04 - val_mean_squared_error: 2.8592e-04
Epoch 51/500
1952/1961 [============================>.] - ETA: 0s - loss: 3.3589e-04 - mean_squared_error: 3.3589e-04
Epoch 00051: loss improved from 0.00034 to 0.00034, saving model to ./model_LSTM/13\51-0.0003.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 3.3590e-04 - mean_squared_error: 3.3590e-04 - val_loss: 2.7128e-04 - val_mean_squared_error: 2.7128e-04
Epoch 52/500
1960/1961 [============================>.] - ETA: 0s - loss: 3.4145e-04 - mean_squared_error: 3.4145e-04
Epoch 00052: loss did not improve from 0.00034
1961/1961 [==============================] - 11s 5ms/step - loss: 3.4145e-04 - mean_squared_error: 3.4145e-04 - val_loss: 2.7136e-04 - val_mean_squared_error: 2.7136e-04
Epoch 53/500
1955/1961 [============================>.] - ETA: 0s - loss: 3.3921e-04 - mean_squared_error: 3.3921e-04
Epoch 00053: loss did not improve from 0.00034
1961/1961 [==============================] - 11s 6ms/step - loss: 3.3927e-04 - mean_squared_error: 3.3927e-04 - val_loss: 2.6442e-04 - val_mean_squared_error: 2.6442e-04
Epoch 54/500
1954/1961 [============================>.] - ETA: 0s - loss: 3.4016e-04 - mean_squared_error: 3.4016e-04
Epoch 00054: loss did not improve from 0.00034
1961/1961 [==============================] - 12s 6ms/step - loss: 3.4028e-04 - mean_squared_error: 3.4028e-04 - val_loss: 2.6456e-04 - val_mean_squared_error: 2.6456e-04
Epoch 55/500
1961/1961 [==============================] - ETA: 0s - loss: 3.3983e-04 - mean_squared_error: 3.3983e-04
Epoch 00055: loss did not improve from 0.00034
1961/1961 [==============================] - 12s 6ms/step - loss: 3.3983e-04 - mean_squared_error: 3.3983e-04 - val_loss: 2.6028e-04 - val_mean_squared_error: 2.6028e-04
Epoch 56/500
1961/1961 [==============================] - ETA: 0s - loss: 3.3763e-04 - mean_squared_error: 3.3763e-04
Epoch 00056: loss did not improve from 0.00034
1961/1961 [==============================] - 12s 6ms/step - loss: 3.3763e-04 - mean_squared_error: 3.3763e-04 - val_loss: 2.9885e-04 - val_mean_squared_error: 2.9885e-04
Epoch 00056: early stopping
Epoch 1/500
2237/2239 [============================>.] - ETA: 0s - loss: 3.0001e-04 - mean_squared_error: 3.0001e-04
Epoch 00001: loss improved from inf to 0.00030, saving model to ./model_LSTM/14\01-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.9994e-04 - mean_squared_error: 2.9994e-04 - val_loss: 2.0627e-04 - val_mean_squared_error: 2.0627e-04
Epoch 2/500
2239/2239 [==============================] - ETA: 0s - loss: 2.6106e-04 - mean_squared_error: 2.6106e-04
Epoch 00002: loss improved from 0.00030 to 0.00026, saving model to ./model_LSTM/14\02-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.6106e-04 - mean_squared_error: 2.6106e-04 - val_loss: 1.9881e-04 - val_mean_squared_error: 1.9881e-04
Epoch 3/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.5240e-04 - mean_squared_error: 2.5240e-04
Epoch 00003: loss improved from 0.00026 to 0.00025, saving model to ./model_LSTM/14\03-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.5246e-04 - mean_squared_error: 2.5246e-04 - val_loss: 1.5795e-04 - val_mean_squared_error: 1.5795e-04
Epoch 4/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.5041e-04 - mean_squared_error: 2.5041e-04
Epoch 00004: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/14\04-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.5050e-04 - mean_squared_error: 2.5050e-04 - val_loss: 1.6401e-04 - val_mean_squared_error: 1.6401e-04
Epoch 5/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.4682e-04 - mean_squared_error: 2.4682e-04
Epoch 00005: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/14\05-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.4666e-04 - mean_squared_error: 2.4666e-04 - val_loss: 1.5384e-04 - val_mean_squared_error: 1.5384e-04
Epoch 6/500
2239/2239 [==============================] - ETA: 0s - loss: 2.4410e-04 - mean_squared_error: 2.4410e-04
Epoch 00006: loss improved from 0.00025 to 0.00024, saving model to ./model_LSTM/14\06-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.4410e-04 - mean_squared_error: 2.4410e-04 - val_loss: 2.4201e-04 - val_mean_squared_error: 2.4201e-04
Epoch 7/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.4123e-04 - mean_squared_error: 2.4123e-04
Epoch 00007: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\07-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.4122e-04 - mean_squared_error: 2.4122e-04 - val_loss: 1.5236e-04 - val_mean_squared_error: 1.5236e-04
Epoch 8/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.4179e-04 - mean_squared_error: 2.4179e-04
Epoch 00008: loss did not improve from 0.00024
2239/2239 [==============================] - 12s 5ms/step - loss: 2.4170e-04 - mean_squared_error: 2.4170e-04 - val_loss: 1.6344e-04 - val_mean_squared_error: 1.6344e-04
Epoch 9/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.3962e-04 - mean_squared_error: 2.3962e-04
Epoch 00009: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\09-0.0002.hdf5
2239/2239 [==============================] - 12s 6ms/step - loss: 2.3961e-04 - mean_squared_error: 2.3961e-04 - val_loss: 1.6102e-04 - val_mean_squared_error: 1.6102e-04
Epoch 10/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.3825e-04 - mean_squared_error: 2.3825e-04
Epoch 00010: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\10-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.3815e-04 - mean_squared_error: 2.3815e-04 - val_loss: 1.4965e-04 - val_mean_squared_error: 1.4965e-04
Epoch 11/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.3750e-04 - mean_squared_error: 2.3750e-04
Epoch 00011: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\11-0.0002.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.3746e-04 - mean_squared_error: 2.3746e-04 - val_loss: 1.5583e-04 - val_mean_squared_error: 1.5583e-04
Epoch 12/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.3660e-04 - mean_squared_error: 2.3660e-04
Epoch 00012: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\12-0.0002.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.3738e-04 - mean_squared_error: 2.3738e-04 - val_loss: 1.8328e-04 - val_mean_squared_error: 1.8328e-04
Epoch 13/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.3559e-04 - mean_squared_error: 2.3559e-04
Epoch 00013: loss improved from 0.00024 to 0.00024, saving model to ./model_LSTM/14\13-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.3521e-04 - mean_squared_error: 2.3521e-04 - val_loss: 1.5420e-04 - val_mean_squared_error: 1.5420e-04
Epoch 14/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.3494e-04 - mean_squared_error: 2.3494e-04
Epoch 00014: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/14\14-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.3500e-04 - mean_squared_error: 2.3500e-04 - val_loss: 1.6976e-04 - val_mean_squared_error: 1.6976e-04
Epoch 15/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.3254e-04 - mean_squared_error: 2.3254e-04
Epoch 00015: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\15-0.0002.hdf5
2239/2239 [==============================] - 10s 5ms/step - loss: 2.3226e-04 - mean_squared_error: 2.3226e-04 - val_loss: 1.5638e-04 - val_mean_squared_error: 1.5638e-04
Epoch 16/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.3205e-04 - mean_squared_error: 2.3205e-04
Epoch 00016: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\16-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.3198e-04 - mean_squared_error: 2.3198e-04 - val_loss: 1.4438e-04 - val_mean_squared_error: 1.4438e-04
Epoch 17/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.3187e-04 - mean_squared_error: 2.3187e-04
Epoch 00017: loss did not improve from 0.00023
2239/2239 [==============================] - 11s 5ms/step - loss: 2.3259e-04 - mean_squared_error: 2.3259e-04 - val_loss: 1.5173e-04 - val_mean_squared_error: 1.5173e-04
Epoch 18/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.2903e-04 - mean_squared_error: 2.2903e-04
Epoch 00018: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\18-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2964e-04 - mean_squared_error: 2.2964e-04 - val_loss: 1.6787e-04 - val_mean_squared_error: 1.6787e-04
Epoch 19/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.3004e-04 - mean_squared_error: 2.3004e-04
Epoch 00019: loss did not improve from 0.00023
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2997e-04 - mean_squared_error: 2.2997e-04 - val_loss: 1.4422e-04 - val_mean_squared_error: 1.4422e-04
Epoch 20/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.3013e-04 - mean_squared_error: 2.3013e-04
Epoch 00020: loss did not improve from 0.00023
2239/2239 [==============================] - 12s 5ms/step - loss: 2.3008e-04 - mean_squared_error: 2.3008e-04 - val_loss: 1.4774e-04 - val_mean_squared_error: 1.4774e-04
Epoch 21/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2931e-04 - mean_squared_error: 2.2931e-04
Epoch 00021: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\21-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2945e-04 - mean_squared_error: 2.2945e-04 - val_loss: 1.6109e-04 - val_mean_squared_error: 1.6109e-04
Epoch 22/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.2873e-04 - mean_squared_error: 2.2873e-04
Epoch 00022: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\22-0.0002.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.2854e-04 - mean_squared_error: 2.2854e-04 - val_loss: 1.6952e-04 - val_mean_squared_error: 1.6952e-04
Epoch 23/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.2808e-04 - mean_squared_error: 2.2808e-04
Epoch 00023: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\23-0.0002.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.2819e-04 - mean_squared_error: 2.2819e-04 - val_loss: 2.1661e-04 - val_mean_squared_error: 2.1661e-04
Epoch 24/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.2834e-04 - mean_squared_error: 2.2834e-04
Epoch 00024: loss did not improve from 0.00023
2239/2239 [==============================] - 13s 6ms/step - loss: 2.2830e-04 - mean_squared_error: 2.2830e-04 - val_loss: 1.4871e-04 - val_mean_squared_error: 1.4871e-04
Epoch 25/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.2779e-04 - mean_squared_error: 2.2779e-04
Epoch 00025: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\25-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2754e-04 - mean_squared_error: 2.2754e-04 - val_loss: 1.5555e-04 - val_mean_squared_error: 1.5555e-04
Epoch 26/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.2658e-04 - mean_squared_error: 2.2658e-04
Epoch 00026: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\26-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2690e-04 - mean_squared_error: 2.2690e-04 - val_loss: 1.4957e-04 - val_mean_squared_error: 1.4957e-04
Epoch 27/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.2696e-04 - mean_squared_error: 2.2696e-04
Epoch 00027: loss did not improve from 0.00023
2239/2239 [==============================] - 10s 5ms/step - loss: 2.2732e-04 - mean_squared_error: 2.2732e-04 - val_loss: 1.4431e-04 - val_mean_squared_error: 1.4431e-04
Epoch 28/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.2655e-04 - mean_squared_error: 2.2655e-04
Epoch 00028: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\28-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2641e-04 - mean_squared_error: 2.2641e-04 - val_loss: 1.4983e-04 - val_mean_squared_error: 1.4983e-04
Epoch 29/500
2227/2239 [============================>.] - ETA: 0s - loss: 2.2557e-04 - mean_squared_error: 2.2557e-04
Epoch 00029: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/14\29-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2548e-04 - mean_squared_error: 2.2548e-04 - val_loss: 1.5086e-04 - val_mean_squared_error: 1.5086e-04
Epoch 30/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2443e-04 - mean_squared_error: 2.2443e-04
Epoch 00030: loss improved from 0.00023 to 0.00022, saving model to ./model_LSTM/14\30-0.0002.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2471e-04 - mean_squared_error: 2.2471e-04 - val_loss: 1.5251e-04 - val_mean_squared_error: 1.5251e-04
Epoch 31/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.2413e-04 - mean_squared_error: 2.2413e-04
Epoch 00031: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\31-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2415e-04 - mean_squared_error: 2.2415e-04 - val_loss: 1.3986e-04 - val_mean_squared_error: 1.3986e-04
Epoch 32/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.2258e-04 - mean_squared_error: 2.2258e-04
Epoch 00032: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\32-0.0001.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2248e-04 - mean_squared_error: 2.2248e-04 - val_loss: 1.4772e-04 - val_mean_squared_error: 1.4772e-04
Epoch 33/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.2503e-04 - mean_squared_error: 2.2503e-04
Epoch 00033: loss did not improve from 0.00022
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2507e-04 - mean_squared_error: 2.2507e-04 - val_loss: 1.4057e-04 - val_mean_squared_error: 1.4057e-04
Epoch 34/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2367e-04 - mean_squared_error: 2.2367e-04
Epoch 00034: loss did not improve from 0.00022
2239/2239 [==============================] - 13s 6ms/step - loss: 2.2367e-04 - mean_squared_error: 2.2367e-04 - val_loss: 1.5056e-04 - val_mean_squared_error: 1.5056e-04
Epoch 35/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.2222e-04 - mean_squared_error: 2.2222e-04
Epoch 00035: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\35-0.0001.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.2223e-04 - mean_squared_error: 2.2223e-04 - val_loss: 1.4776e-04 - val_mean_squared_error: 1.4776e-04
Epoch 36/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.2113e-04 - mean_squared_error: 2.2113e-04
Epoch 00036: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\36-0.0001.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.2134e-04 - mean_squared_error: 2.2134e-04 - val_loss: 1.4529e-04 - val_mean_squared_error: 1.4529e-04
Epoch 37/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.2134e-04 - mean_squared_error: 2.2134e-04
Epoch 00037: loss did not improve from 0.00022
2239/2239 [==============================] - 12s 5ms/step - loss: 2.2147e-04 - mean_squared_error: 2.2147e-04 - val_loss: 1.4490e-04 - val_mean_squared_error: 1.4490e-04
Epoch 38/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1923e-04 - mean_squared_error: 2.1923e-04
Epoch 00038: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\38-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1935e-04 - mean_squared_error: 2.1935e-04 - val_loss: 1.4087e-04 - val_mean_squared_error: 1.4087e-04
Epoch 39/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.2131e-04 - mean_squared_error: 2.2131e-04
Epoch 00039: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2154e-04 - mean_squared_error: 2.2154e-04 - val_loss: 1.5845e-04 - val_mean_squared_error: 1.5845e-04
Epoch 40/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.2089e-04 - mean_squared_error: 2.2089e-04
Epoch 00040: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2081e-04 - mean_squared_error: 2.2081e-04 - val_loss: 1.9999e-04 - val_mean_squared_error: 1.9999e-04
Epoch 41/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.2090e-04 - mean_squared_error: 2.2090e-04
Epoch 00041: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2098e-04 - mean_squared_error: 2.2098e-04 - val_loss: 1.4055e-04 - val_mean_squared_error: 1.4055e-04
Epoch 42/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.2064e-04 - mean_squared_error: 2.2064e-04
Epoch 00042: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.2067e-04 - mean_squared_error: 2.2067e-04 - val_loss: 1.7105e-04 - val_mean_squared_error: 1.7105e-04
Epoch 43/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1916e-04 - mean_squared_error: 2.1916e-04
Epoch 00043: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\43-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1919e-04 - mean_squared_error: 2.1919e-04 - val_loss: 1.4915e-04 - val_mean_squared_error: 1.4915e-04
Epoch 44/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.1933e-04 - mean_squared_error: 2.1933e-04
Epoch 00044: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\44-0.0001.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1900e-04 - mean_squared_error: 2.1900e-04 - val_loss: 1.4152e-04 - val_mean_squared_error: 1.4152e-04
Epoch 45/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1899e-04 - mean_squared_error: 2.1899e-04
Epoch 00045: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\45-0.0001.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1899e-04 - mean_squared_error: 2.1899e-04 - val_loss: 1.4746e-04 - val_mean_squared_error: 1.4746e-04
Epoch 46/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1855e-04 - mean_squared_error: 2.1855e-04
Epoch 00046: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\46-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1850e-04 - mean_squared_error: 2.1850e-04 - val_loss: 1.4459e-04 - val_mean_squared_error: 1.4459e-04
Epoch 47/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1659e-04 - mean_squared_error: 2.1659e-04
Epoch 00047: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\47-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1646e-04 - mean_squared_error: 2.1646e-04 - val_loss: 1.4104e-04 - val_mean_squared_error: 1.4104e-04
Epoch 48/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1809e-04 - mean_squared_error: 2.1809e-04
Epoch 00048: loss did not improve from 0.00022
2239/2239 [==============================] - 14s 6ms/step - loss: 2.1819e-04 - mean_squared_error: 2.1819e-04 - val_loss: 1.4899e-04 - val_mean_squared_error: 1.4899e-04
Epoch 49/500
2228/2239 [============================>.] - ETA: 0s - loss: 2.1801e-04 - mean_squared_error: 2.1801e-04
Epoch 00049: loss did not improve from 0.00022
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1761e-04 - mean_squared_error: 2.1761e-04 - val_loss: 1.4166e-04 - val_mean_squared_error: 1.4166e-04
Epoch 50/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1707e-04 - mean_squared_error: 2.1707e-04
Epoch 00050: loss did not improve from 0.00022
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1705e-04 - mean_squared_error: 2.1705e-04 - val_loss: 1.4171e-04 - val_mean_squared_error: 1.4171e-04
Epoch 51/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.1398e-04 - mean_squared_error: 2.1398e-04
Epoch 00051: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/14\51-0.0001.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1502e-04 - mean_squared_error: 2.1502e-04 - val_loss: 1.4066e-04 - val_mean_squared_error: 1.4066e-04
Epoch 52/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.1490e-04 - mean_squared_error: 2.1490e-04
Epoch 00052: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/14\52-0.0002.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1474e-04 - mean_squared_error: 2.1474e-04 - val_loss: 1.6021e-04 - val_mean_squared_error: 1.6021e-04
Epoch 53/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.1666e-04 - mean_squared_error: 2.1666e-04
Epoch 00053: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1647e-04 - mean_squared_error: 2.1647e-04 - val_loss: 1.4507e-04 - val_mean_squared_error: 1.4507e-04
Epoch 54/500
2239/2239 [==============================] - ETA: 0s - loss: 2.1509e-04 - mean_squared_error: 2.1509e-04
Epoch 00054: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1509e-04 - mean_squared_error: 2.1509e-04 - val_loss: 1.4668e-04 - val_mean_squared_error: 1.4668e-04
Epoch 55/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1406e-04 - mean_squared_error: 2.1406e-04
Epoch 00055: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/14\55-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1396e-04 - mean_squared_error: 2.1396e-04 - val_loss: 1.4499e-04 - val_mean_squared_error: 1.4499e-04
Epoch 56/500
2239/2239 [==============================] - ETA: 0s - loss: 2.1414e-04 - mean_squared_error: 2.1414e-04
Epoch 00056: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1414e-04 - mean_squared_error: 2.1414e-04 - val_loss: 1.3865e-04 - val_mean_squared_error: 1.3865e-04
Epoch 57/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.1442e-04 - mean_squared_error: 2.1442e-04
Epoch 00057: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 6ms/step - loss: 2.1451e-04 - mean_squared_error: 2.1451e-04 - val_loss: 1.3903e-04 - val_mean_squared_error: 1.3903e-04
Epoch 58/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1630e-04 - mean_squared_error: 2.1630e-04
Epoch 00058: loss did not improve from 0.00021
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1618e-04 - mean_squared_error: 2.1618e-04 - val_loss: 1.3934e-04 - val_mean_squared_error: 1.3934e-04
Epoch 59/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.1358e-04 - mean_squared_error: 2.1358e-04
Epoch 00059: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/14\59-0.0001.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.1349e-04 - mean_squared_error: 2.1349e-04 - val_loss: 1.4375e-04 - val_mean_squared_error: 1.4375e-04
Epoch 60/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.1451e-04 - mean_squared_error: 2.1451e-04
Epoch 00060: loss did not improve from 0.00021
2239/2239 [==============================] - 14s 6ms/step - loss: 2.1444e-04 - mean_squared_error: 2.1444e-04 - val_loss: 1.4505e-04 - val_mean_squared_error: 1.4505e-04
Epoch 61/500
2239/2239 [==============================] - ETA: 0s - loss: 2.1525e-04 - mean_squared_error: 2.1525e-04
Epoch 00061: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1525e-04 - mean_squared_error: 2.1525e-04 - val_loss: 1.9633e-04 - val_mean_squared_error: 1.9633e-04
Epoch 62/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1198e-04 - mean_squared_error: 2.1198e-04
Epoch 00062: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/14\62-0.0001.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1193e-04 - mean_squared_error: 2.1193e-04 - val_loss: 1.3988e-04 - val_mean_squared_error: 1.3988e-04
Epoch 63/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.1357e-04 - mean_squared_error: 2.1357e-04
Epoch 00063: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1375e-04 - mean_squared_error: 2.1375e-04 - val_loss: 1.3980e-04 - val_mean_squared_error: 1.3980e-04
Epoch 64/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.1396e-04 - mean_squared_error: 2.1396e-04
Epoch 00064: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1398e-04 - mean_squared_error: 2.1398e-04 - val_loss: 1.4025e-04 - val_mean_squared_error: 1.4025e-04
Epoch 65/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.1382e-04 - mean_squared_error: 2.1382e-04
Epoch 00065: loss did not improve from 0.00021
2239/2239 [==============================] - 12s 5ms/step - loss: 2.1381e-04 - mean_squared_error: 2.1381e-04 - val_loss: 1.4498e-04 - val_mean_squared_error: 1.4498e-04
Epoch 66/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.1337e-04 - mean_squared_error: 2.1337e-04
Epoch 00066: loss did not improve from 0.00021
2239/2239 [==============================] - 11s 5ms/step - loss: 2.1336e-04 - mean_squared_error: 2.1336e-04 - val_loss: 1.4736e-04 - val_mean_squared_error: 1.4736e-04
Epoch 67/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.1263e-04 - mean_squared_error: 2.1263e-04
Epoch 00067: loss did not improve from 0.00021
2239/2239 [==============================] - 13s 6ms/step - loss: 2.1257e-04 - mean_squared_error: 2.1257e-04 - val_loss: 1.4617e-04 - val_mean_squared_error: 1.4617e-04
Epoch 00067: early stopping
Epoch 1/500
1901/1901 [==============================] - ETA: 0s - loss: 8.3415e-05 - mean_squared_error: 8.3415e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/15\01-0.0000.hdf5
1901/1901 [==============================] - 11s 6ms/step - loss: 8.3415e-05 - mean_squared_error: 8.3415e-05 - val_loss: 8.8076e-06 - val_mean_squared_error: 8.8076e-06
Epoch 2/500
1899/1901 [============================>.] - ETA: 0s - loss: 1.9729e-05 - mean_squared_error: 1.9729e-05
Epoch 00002: loss improved from 0.00008 to 0.00002, saving model to ./model_LSTM/15\02-0.0000.hdf5
1901/1901 [==============================] - 11s 6ms/step - loss: 1.9723e-05 - mean_squared_error: 1.9723e-05 - val_loss: 6.7051e-06 - val_mean_squared_error: 6.7051e-06
Epoch 3/500
1894/1901 [============================>.] - ETA: 0s - loss: 1.7523e-05 - mean_squared_error: 1.7523e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\03-0.0000.hdf5
1901/1901 [==============================] - 12s 6ms/step - loss: 1.7469e-05 - mean_squared_error: 1.7469e-05 - val_loss: 6.2885e-06 - val_mean_squared_error: 6.2885e-06
Epoch 4/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.8911e-05 - mean_squared_error: 1.8911e-05
Epoch 00004: loss did not improve from 0.00002
1901/1901 [==============================] - 13s 7ms/step - loss: 1.8903e-05 - mean_squared_error: 1.8903e-05 - val_loss: 5.5670e-06 - val_mean_squared_error: 5.5670e-06
Epoch 5/500
1892/1901 [============================>.] - ETA: 0s - loss: 1.7304e-05 - mean_squared_error: 1.7304e-05
Epoch 00005: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\05-0.0000.hdf5
1901/1901 [==============================] - 13s 7ms/step - loss: 1.7261e-05 - mean_squared_error: 1.7261e-05 - val_loss: 7.1562e-06 - val_mean_squared_error: 7.1562e-06
Epoch 6/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.7097e-05 - mean_squared_error: 1.7097e-05
Epoch 00006: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\06-0.0000.hdf5
1901/1901 [==============================] - 11s 6ms/step - loss: 1.7075e-05 - mean_squared_error: 1.7075e-05 - val_loss: 5.6808e-06 - val_mean_squared_error: 5.6808e-06
Epoch 7/500
1900/1901 [============================>.] - ETA: 0s - loss: 1.5496e-05 - mean_squared_error: 1.5496e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\07-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5492e-05 - mean_squared_error: 1.5492e-05 - val_loss: 8.3346e-06 - val_mean_squared_error: 8.3346e-06
Epoch 8/500
1897/1901 [============================>.] - ETA: 0s - loss: 1.7734e-05 - mean_squared_error: 1.7734e-05
Epoch 00008: loss did not improve from 0.00002
1901/1901 [==============================] - 10s 5ms/step - loss: 1.7703e-05 - mean_squared_error: 1.7703e-05 - val_loss: 6.1060e-06 - val_mean_squared_error: 6.1060e-06
Epoch 9/500
1901/1901 [==============================] - ETA: 0s - loss: 1.6028e-05 - mean_squared_error: 1.6028e-05
Epoch 00009: loss did not improve from 0.00002
1901/1901 [==============================] - 9s 5ms/step - loss: 1.6028e-05 - mean_squared_error: 1.6028e-05 - val_loss: 6.9650e-06 - val_mean_squared_error: 6.9650e-06
Epoch 10/500
1899/1901 [============================>.] - ETA: 0s - loss: 1.5695e-05 - mean_squared_error: 1.5695e-05
Epoch 00010: loss did not improve from 0.00002
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5682e-05 - mean_squared_error: 1.5682e-05 - val_loss: 5.8232e-06 - val_mean_squared_error: 5.8232e-06
Epoch 11/500
1900/1901 [============================>.] - ETA: 0s - loss: 1.5405e-05 - mean_squared_error: 1.5405e-05
Epoch 00011: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\11-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5399e-05 - mean_squared_error: 1.5399e-05 - val_loss: 5.9166e-06 - val_mean_squared_error: 5.9166e-06
Epoch 12/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.5028e-05 - mean_squared_error: 1.5028e-05
Epoch 00012: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/15\12-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.5011e-05 - mean_squared_error: 1.5011e-05 - val_loss: 7.2231e-06 - val_mean_squared_error: 7.2231e-06
Epoch 13/500
1896/1901 [============================>.] - ETA: 0s - loss: 1.4519e-05 - mean_squared_error: 1.4519e-05
Epoch 00013: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/15\13-0.0000.hdf5
1901/1901 [==============================] - 9s 5ms/step - loss: 1.4514e-05 - mean_squared_error: 1.4514e-05 - val_loss: 7.4712e-06 - val_mean_squared_error: 7.4712e-06
Epoch 14/500
1891/1901 [============================>.] - ETA: 0s - loss: 1.4750e-05 - mean_squared_error: 1.4750e-05
Epoch 00014: loss did not improve from 0.00001
1901/1901 [==============================] - 10s 5ms/step - loss: 1.4681e-05 - mean_squared_error: 1.4681e-05 - val_loss: 5.4814e-06 - val_mean_squared_error: 5.4814e-06
Epoch 15/500
1892/1901 [============================>.] - ETA: 0s - loss: 1.4334e-05 - mean_squared_error: 1.4334e-05
Epoch 00015: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/15\15-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.4279e-05 - mean_squared_error: 1.4279e-05 - val_loss: 8.8745e-06 - val_mean_squared_error: 8.8745e-06
Epoch 16/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.3279e-05 - mean_squared_error: 1.3279e-05
Epoch 00016: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/15\16-0.0000.hdf5
1901/1901 [==============================] - 10s 5ms/step - loss: 1.3306e-05 - mean_squared_error: 1.3306e-05 - val_loss: 1.2924e-05 - val_mean_squared_error: 1.2924e-05
Epoch 17/500
1900/1901 [============================>.] - ETA: 0s - loss: 1.4417e-05 - mean_squared_error: 1.4417e-05
Epoch 00017: loss did not improve from 0.00001
1901/1901 [==============================] - 11s 6ms/step - loss: 1.4412e-05 - mean_squared_error: 1.4412e-05 - val_loss: 5.2439e-06 - val_mean_squared_error: 5.2439e-06
Epoch 18/500
1899/1901 [============================>.] - ETA: 0s - loss: 1.4662e-05 - mean_squared_error: 1.4662e-05
Epoch 00018: loss did not improve from 0.00001
1901/1901 [==============================] - 12s 6ms/step - loss: 1.4649e-05 - mean_squared_error: 1.4649e-05 - val_loss: 5.6030e-06 - val_mean_squared_error: 5.6030e-06
Epoch 19/500
1898/1901 [============================>.] - ETA: 0s - loss: 1.3770e-05 - mean_squared_error: 1.3770e-05
Epoch 00019: loss did not improve from 0.00001
1901/1901 [==============================] - 12s 6ms/step - loss: 1.3756e-05 - mean_squared_error: 1.3756e-05 - val_loss: 5.9498e-06 - val_mean_squared_error: 5.9498e-06
Epoch 20/500
1897/1901 [============================>.] - ETA: 0s - loss: 1.5243e-05 - mean_squared_error: 1.5243e-05
Epoch 00020: loss did not improve from 0.00001
1901/1901 [==============================] - 11s 6ms/step - loss: 1.5218e-05 - mean_squared_error: 1.5218e-05 - val_loss: 5.6068e-06 - val_mean_squared_error: 5.6068e-06
Epoch 21/500
1893/1901 [============================>.] - ETA: 0s - loss: 1.4247e-05 - mean_squared_error: 1.4247e-05
Epoch 00021: loss did not improve from 0.00001
1901/1901 [==============================] - 10s 5ms/step - loss: 1.4229e-05 - mean_squared_error: 1.4229e-05 - val_loss: 5.8789e-06 - val_mean_squared_error: 5.8789e-06
Epoch 00021: early stopping
Epoch 1/500
1947/1948 [============================>.] - ETA: 0s - loss: 2.2305e-05 - mean_squared_error: 2.2305e-05
Epoch 00001: loss improved from inf to 0.00002, saving model to ./model_LSTM/16\01-0.0000.hdf5
1948/1948 [==============================] - 10s 5ms/step - loss: 2.2303e-05 - mean_squared_error: 2.2303e-05 - val_loss: 1.2951e-05 - val_mean_squared_error: 1.2951e-05
Epoch 2/500
1946/1948 [============================>.] - ETA: 0s - loss: 1.8658e-05 - mean_squared_error: 1.8658e-05
Epoch 00002: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\02-0.0000.hdf5
1948/1948 [==============================] - 9s 5ms/step - loss: 1.8648e-05 - mean_squared_error: 1.8648e-05 - val_loss: 1.2717e-05 - val_mean_squared_error: 1.2717e-05
Epoch 3/500
1944/1948 [============================>.] - ETA: 0s - loss: 1.9457e-05 - mean_squared_error: 1.9457e-05
Epoch 00003: loss did not improve from 0.00002
1948/1948 [==============================] - 9s 5ms/step - loss: 1.9434e-05 - mean_squared_error: 1.9434e-05 - val_loss: 9.3877e-06 - val_mean_squared_error: 9.3877e-06
Epoch 4/500
1945/1948 [============================>.] - ETA: 0s - loss: 1.9630e-05 - mean_squared_error: 1.9630e-05
Epoch 00004: loss did not improve from 0.00002
1948/1948 [==============================] - 9s 5ms/step - loss: 1.9686e-05 - mean_squared_error: 1.9686e-05 - val_loss: 1.0596e-05 - val_mean_squared_error: 1.0596e-05
Epoch 5/500
1938/1948 [============================>.] - ETA: 0s - loss: 1.9394e-05 - mean_squared_error: 1.9394e-05
Epoch 00005: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.9333e-05 - mean_squared_error: 1.9333e-05 - val_loss: 1.0297e-05 - val_mean_squared_error: 1.0297e-05
Epoch 6/500
1944/1948 [============================>.] - ETA: 0s - loss: 1.7942e-05 - mean_squared_error: 1.7942e-05
Epoch 00006: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\06-0.0000.hdf5
1948/1948 [==============================] - 11s 6ms/step - loss: 1.7917e-05 - mean_squared_error: 1.7917e-05 - val_loss: 9.3975e-06 - val_mean_squared_error: 9.3975e-06
Epoch 7/500
1946/1948 [============================>.] - ETA: 0s - loss: 1.7863e-05 - mean_squared_error: 1.7863e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\07-0.0000.hdf5
1948/1948 [==============================] - 11s 6ms/step - loss: 1.7860e-05 - mean_squared_error: 1.7860e-05 - val_loss: 3.2982e-05 - val_mean_squared_error: 3.2982e-05
Epoch 8/500
1939/1948 [============================>.] - ETA: 0s - loss: 1.8605e-05 - mean_squared_error: 1.8605e-05
Epoch 00008: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.8547e-05 - mean_squared_error: 1.8547e-05 - val_loss: 1.5824e-05 - val_mean_squared_error: 1.5824e-05
Epoch 9/500
1947/1948 [============================>.] - ETA: 0s - loss: 1.8180e-05 - mean_squared_error: 1.8180e-05
Epoch 00009: loss did not improve from 0.00002
1948/1948 [==============================] - 11s 6ms/step - loss: 1.8178e-05 - mean_squared_error: 1.8178e-05 - val_loss: 9.8998e-06 - val_mean_squared_error: 9.8998e-06
Epoch 10/500
1947/1948 [============================>.] - ETA: 0s - loss: 1.7476e-05 - mean_squared_error: 1.7476e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\10-0.0000.hdf5
1948/1948 [==============================] - 12s 6ms/step - loss: 1.7475e-05 - mean_squared_error: 1.7475e-05 - val_loss: 1.0742e-05 - val_mean_squared_error: 1.0742e-05
Epoch 11/500
1941/1948 [============================>.] - ETA: 0s - loss: 1.9130e-05 - mean_squared_error: 1.9130e-05
Epoch 00011: loss did not improve from 0.00002
1948/1948 [==============================] - 13s 7ms/step - loss: 1.9087e-05 - mean_squared_error: 1.9087e-05 - val_loss: 1.0396e-05 - val_mean_squared_error: 1.0396e-05
Epoch 12/500
1945/1948 [============================>.] - ETA: 0s - loss: 1.6553e-05 - mean_squared_error: 1.6553e-05
Epoch 00012: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/16\12-0.0000.hdf5
1948/1948 [==============================] - 14s 7ms/step - loss: 1.6536e-05 - mean_squared_error: 1.6536e-05 - val_loss: 1.1392e-05 - val_mean_squared_error: 1.1392e-05
Epoch 13/500
1942/1948 [============================>.] - ETA: 0s - loss: 1.7740e-05 - mean_squared_error: 1.7740e-05
Epoch 00013: loss did not improve from 0.00002
1948/1948 [==============================] - 11s 6ms/step - loss: 1.7696e-05 - mean_squared_error: 1.7696e-05 - val_loss: 1.0982e-05 - val_mean_squared_error: 1.0982e-05
Epoch 14/500
1942/1948 [============================>.] - ETA: 0s - loss: 1.7522e-05 - mean_squared_error: 1.7522e-05
Epoch 00014: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.7480e-05 - mean_squared_error: 1.7480e-05 - val_loss: 1.1386e-05 - val_mean_squared_error: 1.1386e-05
Epoch 15/500
1940/1948 [============================>.] - ETA: 0s - loss: 1.6680e-05 - mean_squared_error: 1.6680e-05
Epoch 00015: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.6642e-05 - mean_squared_error: 1.6642e-05 - val_loss: 9.4609e-06 - val_mean_squared_error: 9.4609e-06
Epoch 16/500
1946/1948 [============================>.] - ETA: 0s - loss: 1.6557e-05 - mean_squared_error: 1.6557e-05
Epoch 00016: loss did not improve from 0.00002
1948/1948 [==============================] - 9s 5ms/step - loss: 1.6568e-05 - mean_squared_error: 1.6568e-05 - val_loss: 1.1136e-05 - val_mean_squared_error: 1.1136e-05
Epoch 17/500
1938/1948 [============================>.] - ETA: 0s - loss: 1.6692e-05 - mean_squared_error: 1.6692e-05
Epoch 00017: loss did not improve from 0.00002
1948/1948 [==============================] - 10s 5ms/step - loss: 1.6638e-05 - mean_squared_error: 1.6638e-05 - val_loss: 1.1924e-05 - val_mean_squared_error: 1.1924e-05
Epoch 00017: early stopping
Epoch 1/500
1401/1401 [==============================] - ETA: 0s - loss: 1.4758e-05 - mean_squared_error: 1.4758e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/17\01-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4758e-05 - mean_squared_error: 1.4758e-05 - val_loss: 4.4471e-05 - val_mean_squared_error: 4.4471e-05
Epoch 2/500
1398/1401 [============================>.] - ETA: 0s - loss: 1.1570e-05 - mean_squared_error: 1.1570e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\02-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.1553e-05 - mean_squared_error: 1.1553e-05 - val_loss: 5.1340e-05 - val_mean_squared_error: 5.1340e-05
Epoch 3/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.1230e-05 - mean_squared_error: 1.1230e-05
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\03-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.1202e-05 - mean_squared_error: 1.1202e-05 - val_loss: 3.7887e-05 - val_mean_squared_error: 3.7887e-05
Epoch 4/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.0877e-05 - mean_squared_error: 1.0877e-05
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\04-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.0889e-05 - mean_squared_error: 1.0889e-05 - val_loss: 3.7863e-05 - val_mean_squared_error: 3.7863e-05
Epoch 5/500
1392/1401 [============================>.] - ETA: 0s - loss: 1.0666e-05 - mean_squared_error: 1.0666e-05
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\05-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.0617e-05 - mean_squared_error: 1.0617e-05 - val_loss: 4.4418e-05 - val_mean_squared_error: 4.4418e-05
Epoch 6/500
1398/1401 [============================>.] - ETA: 0s - loss: 1.0396e-05 - mean_squared_error: 1.0396e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\06-0.0000.hdf5
1401/1401 [==============================] - 8s 5ms/step - loss: 1.0380e-05 - mean_squared_error: 1.0380e-05 - val_loss: 3.8586e-05 - val_mean_squared_error: 3.8586e-05
Epoch 7/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.0431e-05 - mean_squared_error: 1.0431e-05
Epoch 00007: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 1.0394e-05 - mean_squared_error: 1.0394e-05 - val_loss: 3.8190e-05 - val_mean_squared_error: 3.8190e-05
Epoch 8/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.0230e-05 - mean_squared_error: 1.0230e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\08-0.0000.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.0212e-05 - mean_squared_error: 1.0212e-05 - val_loss: 4.3030e-05 - val_mean_squared_error: 4.3030e-05
Epoch 9/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.0104e-05 - mean_squared_error: 1.0104e-05
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\09-0.0000.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 1.0087e-05 - mean_squared_error: 1.0087e-05 - val_loss: 4.9320e-05 - val_mean_squared_error: 4.9320e-05
Epoch 10/500
1392/1401 [============================>.] - ETA: 0s - loss: 9.6853e-06 - mean_squared_error: 9.6853e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\10-0.0000.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 9.6350e-06 - mean_squared_error: 9.6350e-06 - val_loss: 4.3788e-05 - val_mean_squared_error: 4.3788e-05
Epoch 11/500
1398/1401 [============================>.] - ETA: 0s - loss: 9.6837e-06 - mean_squared_error: 9.6837e-06
Epoch 00011: loss did not improve from 0.00001
1401/1401 [==============================] - 9s 6ms/step - loss: 9.6701e-06 - mean_squared_error: 9.6701e-06 - val_loss: 4.4239e-05 - val_mean_squared_error: 4.4239e-05
Epoch 12/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.3219e-06 - mean_squared_error: 9.3219e-06
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\12-0.0000.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 9.3264e-06 - mean_squared_error: 9.3264e-06 - val_loss: 4.6081e-05 - val_mean_squared_error: 4.6081e-05
Epoch 13/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.4042e-06 - mean_squared_error: 9.4042e-06
Epoch 00013: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 9.4532e-06 - mean_squared_error: 9.4532e-06 - val_loss: 4.8078e-05 - val_mean_squared_error: 4.8078e-05
Epoch 14/500
1400/1401 [============================>.] - ETA: 0s - loss: 9.2847e-06 - mean_squared_error: 9.2847e-06
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\14-0.0001.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 9.2826e-06 - mean_squared_error: 9.2826e-06 - val_loss: 6.5630e-05 - val_mean_squared_error: 6.5630e-05
Epoch 15/500
1394/1401 [============================>.] - ETA: 0s - loss: 9.6707e-06 - mean_squared_error: 9.6707e-06
Epoch 00015: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 5ms/step - loss: 9.6764e-06 - mean_squared_error: 9.6764e-06 - val_loss: 5.4874e-05 - val_mean_squared_error: 5.4874e-05
Epoch 16/500
1395/1401 [============================>.] - ETA: 0s - loss: 9.4398e-06 - mean_squared_error: 9.4398e-06
Epoch 00016: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.4402e-06 - mean_squared_error: 9.4402e-06 - val_loss: 4.3970e-05 - val_mean_squared_error: 4.3970e-05
Epoch 17/500
1394/1401 [============================>.] - ETA: 0s - loss: 9.3178e-06 - mean_squared_error: 9.3178e-06
Epoch 00017: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.2868e-06 - mean_squared_error: 9.2868e-06 - val_loss: 6.0884e-05 - val_mean_squared_error: 6.0884e-05
Epoch 18/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.0587e-06 - mean_squared_error: 9.0587e-06
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\18-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 9.0192e-06 - mean_squared_error: 9.0192e-06 - val_loss: 5.2559e-05 - val_mean_squared_error: 5.2559e-05
Epoch 19/500
1396/1401 [============================>.] - ETA: 0s - loss: 9.0925e-06 - mean_squared_error: 9.0925e-06
Epoch 00019: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 5ms/step - loss: 9.0671e-06 - mean_squared_error: 9.0671e-06 - val_loss: 5.2874e-05 - val_mean_squared_error: 5.2874e-05
Epoch 20/500
1400/1401 [============================>.] - ETA: 0s - loss: 9.0329e-06 - mean_squared_error: 9.0329e-06
Epoch 00020: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.0304e-06 - mean_squared_error: 9.0304e-06 - val_loss: 4.3162e-05 - val_mean_squared_error: 4.3162e-05
Epoch 21/500
1400/1401 [============================>.] - ETA: 0s - loss: 8.8131e-06 - mean_squared_error: 8.8131e-06
Epoch 00021: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\21-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 8.8102e-06 - mean_squared_error: 8.8102e-06 - val_loss: 4.2116e-05 - val_mean_squared_error: 4.2116e-05
Epoch 22/500
1390/1401 [============================>.] - ETA: 0s - loss: 8.7898e-06 - mean_squared_error: 8.7898e-06
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\22-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 8.7476e-06 - mean_squared_error: 8.7476e-06 - val_loss: 4.1167e-05 - val_mean_squared_error: 4.1167e-05
Epoch 23/500
1398/1401 [============================>.] - ETA: 0s - loss: 8.9304e-06 - mean_squared_error: 8.9304e-06
Epoch 00023: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.9151e-06 - mean_squared_error: 8.9151e-06 - val_loss: 4.3831e-05 - val_mean_squared_error: 4.3831e-05
Epoch 24/500
1401/1401 [==============================] - ETA: 0s - loss: 9.1556e-06 - mean_squared_error: 9.1556e-06
Epoch 00024: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.1556e-06 - mean_squared_error: 9.1556e-06 - val_loss: 5.1987e-05 - val_mean_squared_error: 5.1987e-05
Epoch 25/500
1399/1401 [============================>.] - ETA: 0s - loss: 8.5010e-06 - mean_squared_error: 8.5010e-06
Epoch 00025: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\25-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 8.4935e-06 - mean_squared_error: 8.4935e-06 - val_loss: 5.3135e-05 - val_mean_squared_error: 5.3135e-05
Epoch 26/500
1391/1401 [============================>.] - ETA: 0s - loss: 8.9014e-06 - mean_squared_error: 8.9014e-06
Epoch 00026: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.8485e-06 - mean_squared_error: 8.8485e-06 - val_loss: 5.6108e-05 - val_mean_squared_error: 5.6108e-05
Epoch 27/500
1397/1401 [============================>.] - ETA: 0s - loss: 8.8475e-06 - mean_squared_error: 8.8475e-06
Epoch 00027: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 5ms/step - loss: 8.8802e-06 - mean_squared_error: 8.8802e-06 - val_loss: 4.6678e-05 - val_mean_squared_error: 4.6678e-05
Epoch 28/500
1398/1401 [============================>.] - ETA: 0s - loss: 9.4443e-06 - mean_squared_error: 9.4443e-06
Epoch 00028: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 9.4327e-06 - mean_squared_error: 9.4327e-06 - val_loss: 5.4370e-05 - val_mean_squared_error: 5.4370e-05
Epoch 29/500
1397/1401 [============================>.] - ETA: 0s - loss: 8.7435e-06 - mean_squared_error: 8.7435e-06
Epoch 00029: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 8.7264e-06 - mean_squared_error: 8.7264e-06 - val_loss: 5.2147e-05 - val_mean_squared_error: 5.2147e-05
Epoch 30/500
1394/1401 [============================>.] - ETA: 0s - loss: 8.3624e-06 - mean_squared_error: 8.3624e-06
Epoch 00030: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\30-0.0001.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 8.3871e-06 - mean_squared_error: 8.3871e-06 - val_loss: 5.2562e-05 - val_mean_squared_error: 5.2562e-05
Epoch 31/500
1400/1401 [============================>.] - ETA: 0s - loss: 7.9369e-06 - mean_squared_error: 7.9369e-06
Epoch 00031: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\31-0.0000.hdf5
1401/1401 [==============================] - 9s 7ms/step - loss: 7.9344e-06 - mean_squared_error: 7.9344e-06 - val_loss: 4.0313e-05 - val_mean_squared_error: 4.0313e-05
Epoch 32/500
1393/1401 [============================>.] - ETA: 0s - loss: 8.6719e-06 - mean_squared_error: 8.6719e-06
Epoch 00032: loss did not improve from 0.00001
1401/1401 [==============================] - 9s 6ms/step - loss: 8.6525e-06 - mean_squared_error: 8.6525e-06 - val_loss: 4.6783e-05 - val_mean_squared_error: 4.6783e-05
Epoch 33/500
1395/1401 [============================>.] - ETA: 0s - loss: 8.2789e-06 - mean_squared_error: 8.2789e-06
Epoch 00033: loss did not improve from 0.00001
1401/1401 [==============================] - 8s 6ms/step - loss: 8.2654e-06 - mean_squared_error: 8.2654e-06 - val_loss: 6.7042e-05 - val_mean_squared_error: 6.7042e-05
Epoch 34/500
1393/1401 [============================>.] - ETA: 0s - loss: 9.3100e-06 - mean_squared_error: 9.3100e-06
Epoch 00034: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.2686e-06 - mean_squared_error: 9.2686e-06 - val_loss: 4.4680e-05 - val_mean_squared_error: 4.4680e-05
Epoch 35/500
1390/1401 [============================>.] - ETA: 0s - loss: 7.7964e-06 - mean_squared_error: 7.7964e-06
Epoch 00035: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/17\35-0.0000.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 7.7584e-06 - mean_squared_error: 7.7584e-06 - val_loss: 4.4758e-05 - val_mean_squared_error: 4.4758e-05
Epoch 36/500
1399/1401 [============================>.] - ETA: 0s - loss: 8.1951e-06 - mean_squared_error: 8.1951e-06
Epoch 00036: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.1897e-06 - mean_squared_error: 8.1897e-06 - val_loss: 5.9809e-05 - val_mean_squared_error: 5.9809e-05
Epoch 37/500
1390/1401 [============================>.] - ETA: 0s - loss: 7.9022e-06 - mean_squared_error: 7.9022e-06
Epoch 00037: loss did not improve from 0.00001
1401/1401 [==============================] - 6s 5ms/step - loss: 7.8643e-06 - mean_squared_error: 7.8643e-06 - val_loss: 4.5729e-05 - val_mean_squared_error: 4.5729e-05
Epoch 38/500
1400/1401 [============================>.] - ETA: 0s - loss: 8.8252e-06 - mean_squared_error: 8.8252e-06
Epoch 00038: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.8229e-06 - mean_squared_error: 8.8229e-06 - val_loss: 4.6075e-05 - val_mean_squared_error: 4.6075e-05
Epoch 39/500
1400/1401 [============================>.] - ETA: 0s - loss: 9.7097e-06 - mean_squared_error: 9.7097e-06
Epoch 00039: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 9.7074e-06 - mean_squared_error: 9.7074e-06 - val_loss: 4.1355e-05 - val_mean_squared_error: 4.1355e-05
Epoch 40/500
1393/1401 [============================>.] - ETA: 0s - loss: 8.0637e-06 - mean_squared_error: 8.0637e-06
Epoch 00040: loss did not improve from 0.00001
1401/1401 [==============================] - 7s 5ms/step - loss: 8.0337e-06 - mean_squared_error: 8.0337e-06 - val_loss: 7.0946e-05 - val_mean_squared_error: 7.0946e-05
Epoch 00040: early stopping
Epoch 1/500
796/798 [============================>.] - ETA: 0s - loss: 6.6666e-05 - mean_squared_error: 6.6666e-05
Epoch 00001: loss improved from inf to 0.00007, saving model to ./model_LSTM/18\01-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 6.6750e-05 - mean_squared_error: 6.6750e-05 - val_loss: 5.9012e-06 - val_mean_squared_error: 5.9012e-06
Epoch 2/500
786/798 [============================>.] - ETA: 0s - loss: 5.3007e-05 - mean_squared_error: 5.3007e-05
Epoch 00002: loss improved from 0.00007 to 0.00005, saving model to ./model_LSTM/18\02-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.2530e-05 - mean_squared_error: 5.2530e-05 - val_loss: 6.5379e-06 - val_mean_squared_error: 6.5379e-06
Epoch 3/500
797/798 [============================>.] - ETA: 0s - loss: 5.0966e-05 - mean_squared_error: 5.0966e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\03-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.1301e-05 - mean_squared_error: 5.1301e-05 - val_loss: 5.5517e-06 - val_mean_squared_error: 5.5517e-06
Epoch 4/500
792/798 [============================>.] - ETA: 0s - loss: 4.9879e-05 - mean_squared_error: 4.9879e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\04-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.9892e-05 - mean_squared_error: 4.9892e-05 - val_loss: 7.0188e-06 - val_mean_squared_error: 7.0188e-06
Epoch 5/500
798/798 [==============================] - ETA: 0s - loss: 4.9284e-05 - mean_squared_error: 4.9284e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\05-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.9284e-05 - mean_squared_error: 4.9284e-05 - val_loss: 6.7687e-06 - val_mean_squared_error: 6.7687e-06
Epoch 6/500
789/798 [============================>.] - ETA: 0s - loss: 4.7743e-05 - mean_squared_error: 4.7743e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\06-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.7271e-05 - mean_squared_error: 4.7271e-05 - val_loss: 5.0873e-06 - val_mean_squared_error: 5.0873e-06
Epoch 7/500
787/798 [============================>.] - ETA: 0s - loss: 4.9028e-05 - mean_squared_error: 4.9028e-05
Epoch 00007: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.8685e-05 - mean_squared_error: 4.8685e-05 - val_loss: 5.7230e-06 - val_mean_squared_error: 5.7230e-06
Epoch 8/500
794/798 [============================>.] - ETA: 0s - loss: 4.7549e-05 - mean_squared_error: 4.7549e-05
Epoch 00008: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.7379e-05 - mean_squared_error: 4.7379e-05 - val_loss: 1.0964e-05 - val_mean_squared_error: 1.0964e-05
Epoch 9/500
797/798 [============================>.] - ETA: 0s - loss: 4.7523e-05 - mean_squared_error: 4.7523e-05
Epoch 00009: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.7510e-05 - mean_squared_error: 4.7510e-05 - val_loss: 5.2423e-06 - val_mean_squared_error: 5.2423e-06
Epoch 10/500
788/798 [============================>.] - ETA: 0s - loss: 4.5478e-05 - mean_squared_error: 4.5478e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/18\10-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.5483e-05 - mean_squared_error: 4.5483e-05 - val_loss: 5.0599e-06 - val_mean_squared_error: 5.0599e-06
Epoch 11/500
796/798 [============================>.] - ETA: 0s - loss: 4.6567e-05 - mean_squared_error: 4.6567e-05
Epoch 00011: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 4.6494e-05 - mean_squared_error: 4.6494e-05 - val_loss: 5.8986e-06 - val_mean_squared_error: 5.8986e-06
Epoch 12/500
793/798 [============================>.] - ETA: 0s - loss: 4.4807e-05 - mean_squared_error: 4.4807e-05
Epoch 00012: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/18\12-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.4588e-05 - mean_squared_error: 4.4588e-05 - val_loss: 4.5357e-06 - val_mean_squared_error: 4.5357e-06
Epoch 13/500
796/798 [============================>.] - ETA: 0s - loss: 4.7418e-05 - mean_squared_error: 4.7418e-05
Epoch 00013: loss did not improve from 0.00004
798/798 [==============================] - 4s 5ms/step - loss: 4.7487e-05 - mean_squared_error: 4.7487e-05 - val_loss: 6.5702e-06 - val_mean_squared_error: 6.5702e-06
Epoch 14/500
789/798 [============================>.] - ETA: 0s - loss: 4.7027e-05 - mean_squared_error: 4.7027e-05
Epoch 00014: loss did not improve from 0.00004
798/798 [==============================] - 4s 6ms/step - loss: 4.6558e-05 - mean_squared_error: 4.6558e-05 - val_loss: 5.4420e-06 - val_mean_squared_error: 5.4420e-06
Epoch 15/500
790/798 [============================>.] - ETA: 0s - loss: 4.5968e-05 - mean_squared_error: 4.5968e-05
Epoch 00015: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.5603e-05 - mean_squared_error: 4.5603e-05 - val_loss: 4.4550e-06 - val_mean_squared_error: 4.4550e-06
Epoch 16/500
791/798 [============================>.] - ETA: 0s - loss: 4.5251e-05 - mean_squared_error: 4.5251e-05
Epoch 00016: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.4919e-05 - mean_squared_error: 4.4919e-05 - val_loss: 4.8751e-06 - val_mean_squared_error: 4.8751e-06
Epoch 17/500
793/798 [============================>.] - ETA: 0s - loss: 4.5432e-05 - mean_squared_error: 4.5432e-05
Epoch 00017: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.5206e-05 - mean_squared_error: 4.5206e-05 - val_loss: 5.0839e-06 - val_mean_squared_error: 5.0839e-06
Epoch 00017: early stopping
Epoch 1/500
2217/2225 [============================>.] - ETA: 0s - loss: 3.7960e-05 - mean_squared_error: 3.7960e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/19\01-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 3.7841e-05 - mean_squared_error: 3.7841e-05 - val_loss: 2.2389e-06 - val_mean_squared_error: 2.2389e-06
Epoch 2/500
2224/2225 [============================>.] - ETA: 0s - loss: 3.5897e-05 - mean_squared_error: 3.5897e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/19\02-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 3.5892e-05 - mean_squared_error: 3.5892e-05 - val_loss: 1.9034e-06 - val_mean_squared_error: 1.9034e-06
Epoch 3/500
2221/2225 [============================>.] - ETA: 0s - loss: 3.4149e-05 - mean_squared_error: 3.4149e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/19\03-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 3.4099e-05 - mean_squared_error: 3.4099e-05 - val_loss: 1.4384e-06 - val_mean_squared_error: 1.4384e-06
Epoch 4/500
2216/2225 [============================>.] - ETA: 0s - loss: 3.4115e-05 - mean_squared_error: 3.4115e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\04-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.4008e-05 - mean_squared_error: 3.4008e-05 - val_loss: 1.6167e-06 - val_mean_squared_error: 1.6167e-06
Epoch 5/500
2219/2225 [============================>.] - ETA: 0s - loss: 3.1887e-05 - mean_squared_error: 3.1887e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\05-0.0000.hdf5
2225/2225 [==============================] - 10s 5ms/step - loss: 3.1827e-05 - mean_squared_error: 3.1827e-05 - val_loss: 1.6066e-06 - val_mean_squared_error: 1.6066e-06
Epoch 6/500
2225/2225 [==============================] - ETA: 0s - loss: 3.1195e-05 - mean_squared_error: 3.1195e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\06-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.1195e-05 - mean_squared_error: 3.1195e-05 - val_loss: 1.4395e-06 - val_mean_squared_error: 1.4395e-06
Epoch 7/500
2214/2225 [============================>.] - ETA: 0s - loss: 3.0665e-05 - mean_squared_error: 3.0665e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\07-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.0538e-05 - mean_squared_error: 3.0538e-05 - val_loss: 2.9042e-06 - val_mean_squared_error: 2.9042e-06
Epoch 8/500
2223/2225 [============================>.] - ETA: 0s - loss: 3.0533e-05 - mean_squared_error: 3.0533e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\08-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 3.0515e-05 - mean_squared_error: 3.0515e-05 - val_loss: 1.7640e-06 - val_mean_squared_error: 1.7640e-06
Epoch 9/500
2217/2225 [============================>.] - ETA: 0s - loss: 2.9931e-05 - mean_squared_error: 2.9931e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\09-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 2.9862e-05 - mean_squared_error: 2.9862e-05 - val_loss: 2.2229e-06 - val_mean_squared_error: 2.2229e-06
Epoch 10/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.8752e-05 - mean_squared_error: 2.8752e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\10-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 2.8737e-05 - mean_squared_error: 2.8737e-05 - val_loss: 5.3363e-06 - val_mean_squared_error: 5.3363e-06
Epoch 11/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.8843e-05 - mean_squared_error: 2.8843e-05
Epoch 00011: loss did not improve from 0.00003
2225/2225 [==============================] - 13s 6ms/step - loss: 2.8821e-05 - mean_squared_error: 2.8821e-05 - val_loss: 1.8967e-06 - val_mean_squared_error: 1.8967e-06
Epoch 12/500
2218/2225 [============================>.] - ETA: 0s - loss: 2.8902e-05 - mean_squared_error: 2.8902e-05
Epoch 00012: loss did not improve from 0.00003
2225/2225 [==============================] - 13s 6ms/step - loss: 2.8836e-05 - mean_squared_error: 2.8836e-05 - val_loss: 2.0770e-06 - val_mean_squared_error: 2.0770e-06
Epoch 13/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.8114e-05 - mean_squared_error: 2.8114e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\13-0.0000.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 2.8102e-05 - mean_squared_error: 2.8102e-05 - val_loss: 7.4741e-06 - val_mean_squared_error: 7.4741e-06
Epoch 14/500
2218/2225 [============================>.] - ETA: 0s - loss: 2.7067e-05 - mean_squared_error: 2.7067e-05
Epoch 00014: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\14-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 2.7025e-05 - mean_squared_error: 2.7025e-05 - val_loss: 1.4223e-06 - val_mean_squared_error: 1.4223e-06
Epoch 15/500
2217/2225 [============================>.] - ETA: 0s - loss: 2.7145e-05 - mean_squared_error: 2.7145e-05
Epoch 00015: loss did not improve from 0.00003
2225/2225 [==============================] - 12s 6ms/step - loss: 2.7075e-05 - mean_squared_error: 2.7075e-05 - val_loss: 4.1287e-06 - val_mean_squared_error: 4.1287e-06
Epoch 16/500
2221/2225 [============================>.] - ETA: 0s - loss: 2.5897e-05 - mean_squared_error: 2.5897e-05
Epoch 00016: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\16-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.5860e-05 - mean_squared_error: 2.5860e-05 - val_loss: 5.0865e-06 - val_mean_squared_error: 5.0865e-06
Epoch 17/500
2225/2225 [==============================] - ETA: 0s - loss: 2.6161e-05 - mean_squared_error: 2.6161e-05
Epoch 00017: loss did not improve from 0.00003
2225/2225 [==============================] - 11s 5ms/step - loss: 2.6161e-05 - mean_squared_error: 2.6161e-05 - val_loss: 2.8243e-06 - val_mean_squared_error: 2.8243e-06
Epoch 18/500
2225/2225 [==============================] - ETA: 0s - loss: 2.6514e-05 - mean_squared_error: 2.6514e-05
Epoch 00018: loss did not improve from 0.00003
2225/2225 [==============================] - 11s 5ms/step - loss: 2.6514e-05 - mean_squared_error: 2.6514e-05 - val_loss: 1.4982e-06 - val_mean_squared_error: 1.4982e-06
Epoch 19/500
2221/2225 [============================>.] - ETA: 0s - loss: 2.5569e-05 - mean_squared_error: 2.5569e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/19\19-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.5541e-05 - mean_squared_error: 2.5541e-05 - val_loss: 1.6490e-06 - val_mean_squared_error: 1.6490e-06
Epoch 20/500
2225/2225 [==============================] - ETA: 0s - loss: 2.6433e-05 - mean_squared_error: 2.6433e-05
Epoch 00020: loss did not improve from 0.00003
2225/2225 [==============================] - 12s 5ms/step - loss: 2.6433e-05 - mean_squared_error: 2.6433e-05 - val_loss: 2.8782e-06 - val_mean_squared_error: 2.8782e-06
Epoch 21/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.4361e-05 - mean_squared_error: 2.4361e-05
Epoch 00021: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/19\21-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.4341e-05 - mean_squared_error: 2.4341e-05 - val_loss: 3.2591e-06 - val_mean_squared_error: 3.2591e-06
Epoch 22/500
2215/2225 [============================>.] - ETA: 0s - loss: 2.4309e-05 - mean_squared_error: 2.4309e-05
Epoch 00022: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\22-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 2.4295e-05 - mean_squared_error: 2.4295e-05 - val_loss: 7.9582e-06 - val_mean_squared_error: 7.9582e-06
Epoch 23/500
2216/2225 [============================>.] - ETA: 0s - loss: 2.5147e-05 - mean_squared_error: 2.5147e-05
Epoch 00023: loss did not improve from 0.00002
2225/2225 [==============================] - 13s 6ms/step - loss: 2.5111e-05 - mean_squared_error: 2.5111e-05 - val_loss: 8.5640e-06 - val_mean_squared_error: 8.5640e-06
Epoch 24/500
2220/2225 [============================>.] - ETA: 0s - loss: 2.2013e-05 - mean_squared_error: 2.2013e-05
Epoch 00024: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\24-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 2.2627e-05 - mean_squared_error: 2.2627e-05 - val_loss: 2.5889e-05 - val_mean_squared_error: 2.5889e-05
Epoch 25/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.2654e-05 - mean_squared_error: 2.2654e-05
Epoch 00025: loss did not improve from 0.00002
2225/2225 [==============================] - 14s 6ms/step - loss: 2.2641e-05 - mean_squared_error: 2.2641e-05 - val_loss: 1.2660e-06 - val_mean_squared_error: 1.2660e-06
Epoch 26/500
2224/2225 [============================>.] - ETA: 0s - loss: 2.8031e-05 - mean_squared_error: 2.8031e-05
Epoch 00026: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 6ms/step - loss: 2.8026e-05 - mean_squared_error: 2.8026e-05 - val_loss: 2.3004e-06 - val_mean_squared_error: 2.3004e-06
Epoch 27/500
2219/2225 [============================>.] - ETA: 0s - loss: 2.3059e-05 - mean_squared_error: 2.3059e-05
Epoch 00027: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 5ms/step - loss: 2.3015e-05 - mean_squared_error: 2.3015e-05 - val_loss: 3.5023e-06 - val_mean_squared_error: 3.5023e-06
Epoch 28/500
2221/2225 [============================>.] - ETA: 0s - loss: 2.2060e-05 - mean_squared_error: 2.2060e-05
Epoch 00028: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\28-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.2054e-05 - mean_squared_error: 2.2054e-05 - val_loss: 4.4281e-06 - val_mean_squared_error: 4.4281e-06
Epoch 29/500
2217/2225 [============================>.] - ETA: 0s - loss: 1.9754e-05 - mean_squared_error: 1.9754e-05
Epoch 00029: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/19\29-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 2.0929e-05 - mean_squared_error: 2.0929e-05 - val_loss: 1.7889e-05 - val_mean_squared_error: 1.7889e-05
Epoch 30/500
2219/2225 [============================>.] - ETA: 0s - loss: 2.1543e-05 - mean_squared_error: 2.1543e-05
Epoch 00030: loss did not improve from 0.00002
2225/2225 [==============================] - 11s 5ms/step - loss: 2.3196e-05 - mean_squared_error: 2.3196e-05 - val_loss: 8.2143e-06 - val_mean_squared_error: 8.2143e-06
Epoch 31/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.3644e-05 - mean_squared_error: 2.3644e-05
Epoch 00031: loss did not improve from 0.00002
2225/2225 [==============================] - 11s 5ms/step - loss: 2.3638e-05 - mean_squared_error: 2.3638e-05 - val_loss: 1.8119e-06 - val_mean_squared_error: 1.8119e-06
Epoch 32/500
2217/2225 [============================>.] - ETA: 0s - loss: 2.2102e-05 - mean_squared_error: 2.2102e-05
Epoch 00032: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 5ms/step - loss: 2.2067e-05 - mean_squared_error: 2.2067e-05 - val_loss: 2.6417e-06 - val_mean_squared_error: 2.6417e-06
Epoch 33/500
2223/2225 [============================>.] - ETA: 0s - loss: 2.2891e-05 - mean_squared_error: 2.2891e-05
Epoch 00033: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 5ms/step - loss: 2.2877e-05 - mean_squared_error: 2.2877e-05 - val_loss: 2.8911e-06 - val_mean_squared_error: 2.8911e-06
Epoch 34/500
2222/2225 [============================>.] - ETA: 0s - loss: 2.1538e-05 - mean_squared_error: 2.1538e-05
Epoch 00034: loss did not improve from 0.00002
2225/2225 [==============================] - 12s 6ms/step - loss: 2.1953e-05 - mean_squared_error: 2.1953e-05 - val_loss: 1.2692e-06 - val_mean_squared_error: 1.2692e-06
Epoch 00034: early stopping
Epoch 1/500
2231/2239 [============================>.] - ETA: 0s - loss: 4.2532e-05 - mean_squared_error: 4.2532e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/20\01-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 4.2451e-05 - mean_squared_error: 4.2451e-05 - val_loss: 4.6281e-06 - val_mean_squared_error: 4.6281e-06
Epoch 2/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.5325e-05 - mean_squared_error: 3.5325e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/20\02-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 3.5344e-05 - mean_squared_error: 3.5344e-05 - val_loss: 4.6587e-06 - val_mean_squared_error: 4.6587e-06
Epoch 3/500
2235/2239 [============================>.] - ETA: 0s - loss: 3.3841e-05 - mean_squared_error: 3.3841e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/20\03-0.0000.hdf5
2239/2239 [==============================] - 16s 7ms/step - loss: 3.3811e-05 - mean_squared_error: 3.3811e-05 - val_loss: 6.4736e-06 - val_mean_squared_error: 6.4736e-06
Epoch 4/500
2239/2239 [==============================] - ETA: 0s - loss: 3.4103e-05 - mean_squared_error: 3.4103e-05
Epoch 00004: loss did not improve from 0.00003
2239/2239 [==============================] - 12s 5ms/step - loss: 3.4103e-05 - mean_squared_error: 3.4103e-05 - val_loss: 4.4583e-06 - val_mean_squared_error: 4.4583e-06
Epoch 5/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.2624e-05 - mean_squared_error: 3.2624e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/20\05-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2604e-05 - mean_squared_error: 3.2604e-05 - val_loss: 5.3288e-06 - val_mean_squared_error: 5.3288e-06
Epoch 6/500
2229/2239 [============================>.] - ETA: 0s - loss: 3.2841e-05 - mean_squared_error: 3.2841e-05
Epoch 00006: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2836e-05 - mean_squared_error: 3.2836e-05 - val_loss: 5.4033e-06 - val_mean_squared_error: 5.4033e-06
Epoch 7/500
2231/2239 [============================>.] - ETA: 0s - loss: 3.2745e-05 - mean_squared_error: 3.2745e-05
Epoch 00007: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 3.2920e-05 - mean_squared_error: 3.2920e-05 - val_loss: 4.7085e-06 - val_mean_squared_error: 4.7085e-06
Epoch 8/500
2237/2239 [============================>.] - ETA: 0s - loss: 3.3328e-05 - mean_squared_error: 3.3328e-05
Epoch 00008: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 3.3313e-05 - mean_squared_error: 3.3313e-05 - val_loss: 5.1833e-06 - val_mean_squared_error: 5.1833e-06
Epoch 9/500
2228/2239 [============================>.] - ETA: 0s - loss: 3.2975e-05 - mean_squared_error: 3.2975e-05
Epoch 00009: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2884e-05 - mean_squared_error: 3.2884e-05 - val_loss: 4.7905e-06 - val_mean_squared_error: 4.7905e-06
Epoch 10/500
2232/2239 [============================>.] - ETA: 0s - loss: 3.2725e-05 - mean_squared_error: 3.2725e-05
Epoch 00010: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 3.2665e-05 - mean_squared_error: 3.2665e-05 - val_loss: 5.4586e-06 - val_mean_squared_error: 5.4586e-06
Epoch 00010: early stopping
Epoch 1/500
280/282 [============================>.] - ETA: 0s - loss: 7.5714e-05 - mean_squared_error: 7.5714e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/21\01-0.0000.hdf5
282/282 [==============================] - 3s 10ms/step - loss: 7.5593e-05 - mean_squared_error: 7.5593e-05 - val_loss: 1.3570e-05 - val_mean_squared_error: 1.3570e-05
Epoch 2/500
280/282 [============================>.] - ETA: 0s - loss: 5.9537e-05 - mean_squared_error: 5.9537e-05
Epoch 00002: loss improved from 0.00008 to 0.00006, saving model to ./model_LSTM/21\02-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 5.9343e-05 - mean_squared_error: 5.9343e-05 - val_loss: 1.1417e-05 - val_mean_squared_error: 1.1417e-05
Epoch 3/500
280/282 [============================>.] - ETA: 0s - loss: 5.6209e-05 - mean_squared_error: 5.6209e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/21\03-0.0000.hdf5
282/282 [==============================] - 2s 9ms/step - loss: 5.6035e-05 - mean_squared_error: 5.6035e-05 - val_loss: 1.5068e-05 - val_mean_squared_error: 1.5068e-05
Epoch 4/500
282/282 [==============================] - ETA: 0s - loss: 5.6506e-05 - mean_squared_error: 5.6506e-05
Epoch 00004: loss did not improve from 0.00006
282/282 [==============================] - 3s 9ms/step - loss: 5.6506e-05 - mean_squared_error: 5.6506e-05 - val_loss: 1.6814e-05 - val_mean_squared_error: 1.6814e-05
Epoch 5/500
282/282 [==============================] - ETA: 0s - loss: 5.5490e-05 - mean_squared_error: 5.5490e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/21\05-0.0000.hdf5
282/282 [==============================] - 2s 9ms/step - loss: 5.5490e-05 - mean_squared_error: 5.5490e-05 - val_loss: 1.5081e-05 - val_mean_squared_error: 1.5081e-05
Epoch 6/500
277/282 [============================>.] - ETA: 0s - loss: 5.3621e-05 - mean_squared_error: 5.3621e-05
Epoch 00006: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/21\06-0.0000.hdf5
282/282 [==============================] - 3s 9ms/step - loss: 5.3482e-05 - mean_squared_error: 5.3482e-05 - val_loss: 1.3735e-05 - val_mean_squared_error: 1.3735e-05
Epoch 7/500
277/282 [============================>.] - ETA: 0s - loss: 5.0594e-05 - mean_squared_error: 5.0594e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\07-0.0000.hdf5
282/282 [==============================] - 3s 10ms/step - loss: 5.2686e-05 - mean_squared_error: 5.2686e-05 - val_loss: 1.2209e-05 - val_mean_squared_error: 1.2209e-05
Epoch 8/500
277/282 [============================>.] - ETA: 0s - loss: 5.2628e-05 - mean_squared_error: 5.2628e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\08-0.0000.hdf5
282/282 [==============================] - 3s 12ms/step - loss: 5.2209e-05 - mean_squared_error: 5.2209e-05 - val_loss: 1.0784e-05 - val_mean_squared_error: 1.0784e-05
Epoch 9/500
277/282 [============================>.] - ETA: 0s - loss: 5.2630e-05 - mean_squared_error: 5.2630e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\09-0.0000.hdf5
282/282 [==============================] - 3s 9ms/step - loss: 5.2059e-05 - mean_squared_error: 5.2059e-05 - val_loss: 1.0234e-05 - val_mean_squared_error: 1.0234e-05
Epoch 10/500
277/282 [============================>.] - ETA: 0s - loss: 5.2220e-05 - mean_squared_error: 5.2220e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\10-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 5.1849e-05 - mean_squared_error: 5.1849e-05 - val_loss: 2.1232e-05 - val_mean_squared_error: 2.1232e-05
Epoch 11/500
274/282 [============================>.] - ETA: 0s - loss: 5.2474e-05 - mean_squared_error: 5.2474e-05
Epoch 00011: loss did not improve from 0.00005
282/282 [==============================] - 2s 7ms/step - loss: 5.2094e-05 - mean_squared_error: 5.2094e-05 - val_loss: 1.9967e-05 - val_mean_squared_error: 1.9967e-05
Epoch 12/500
279/282 [============================>.] - ETA: 0s - loss: 5.0300e-05 - mean_squared_error: 5.0300e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\12-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 5.0170e-05 - mean_squared_error: 5.0170e-05 - val_loss: 1.0498e-05 - val_mean_squared_error: 1.0498e-05
Epoch 13/500
281/282 [============================>.] - ETA: 0s - loss: 4.9614e-05 - mean_squared_error: 4.9614e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\13-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.9558e-05 - mean_squared_error: 4.9558e-05 - val_loss: 1.6438e-05 - val_mean_squared_error: 1.6438e-05
Epoch 14/500
281/282 [============================>.] - ETA: 0s - loss: 5.1620e-05 - mean_squared_error: 5.1620e-05
Epoch 00014: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 5.1560e-05 - mean_squared_error: 5.1560e-05 - val_loss: 1.2396e-05 - val_mean_squared_error: 1.2396e-05
Epoch 15/500
276/282 [============================>.] - ETA: 0s - loss: 5.0223e-05 - mean_squared_error: 5.0223e-05
Epoch 00015: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9914e-05 - mean_squared_error: 4.9914e-05 - val_loss: 1.7097e-05 - val_mean_squared_error: 1.7097e-05
Epoch 16/500
282/282 [==============================] - ETA: 0s - loss: 4.9080e-05 - mean_squared_error: 4.9080e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\16-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.9080e-05 - mean_squared_error: 4.9080e-05 - val_loss: 1.0093e-05 - val_mean_squared_error: 1.0093e-05
Epoch 17/500
282/282 [==============================] - ETA: 0s - loss: 5.1122e-05 - mean_squared_error: 5.1122e-05
Epoch 00017: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 5.1122e-05 - mean_squared_error: 5.1122e-05 - val_loss: 1.5617e-05 - val_mean_squared_error: 1.5617e-05
Epoch 18/500
281/282 [============================>.] - ETA: 0s - loss: 5.0297e-05 - mean_squared_error: 5.0297e-05 ETA: 0s - loss: 5.0824e-05 - mean_squared_error: 5.0824e-
Epoch 00018: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 5.0330e-05 - mean_squared_error: 5.0330e-05 - val_loss: 9.7477e-06 - val_mean_squared_error: 9.7477e-06
Epoch 19/500
279/282 [============================>.] - ETA: 0s - loss: 4.9865e-05 - mean_squared_error: 4.9865e-05
Epoch 00019: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9775e-05 - mean_squared_error: 4.9775e-05 - val_loss: 1.2204e-05 - val_mean_squared_error: 1.2204e-05
Epoch 20/500
277/282 [============================>.] - ETA: 0s - loss: 4.9036e-05 - mean_squared_error: 4.9036e-05
Epoch 00020: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\20-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.8891e-05 - mean_squared_error: 4.8891e-05 - val_loss: 1.6227e-05 - val_mean_squared_error: 1.6227e-05
Epoch 21/500
277/282 [============================>.] - ETA: 0s - loss: 4.9926e-05 - mean_squared_error: 4.9926e-05
Epoch 00021: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9654e-05 - mean_squared_error: 4.9654e-05 - val_loss: 1.1659e-05 - val_mean_squared_error: 1.1659e-05
Epoch 22/500
276/282 [============================>.] - ETA: 0s - loss: 4.9521e-05 - mean_squared_error: 4.9521e-05
Epoch 00022: loss did not improve from 0.00005
282/282 [==============================] - 2s 8ms/step - loss: 4.9012e-05 - mean_squared_error: 4.9012e-05 - val_loss: 1.0634e-05 - val_mean_squared_error: 1.0634e-05
Epoch 23/500
282/282 [==============================] - ETA: 0s - loss: 4.8175e-05 - mean_squared_error: 4.8175e-05
Epoch 00023: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\23-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.8175e-05 - mean_squared_error: 4.8175e-05 - val_loss: 1.0708e-05 - val_mean_squared_error: 1.0708e-05
Epoch 24/500
281/282 [============================>.] - ETA: 0s - loss: 4.7935e-05 - mean_squared_error: 4.7935e-05
Epoch 00024: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\24-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.7812e-05 - mean_squared_error: 4.7812e-05 - val_loss: 1.3194e-05 - val_mean_squared_error: 1.3194e-05
Epoch 25/500
279/282 [============================>.] - ETA: 0s - loss: 4.7552e-05 - mean_squared_error: 4.7552e-05
Epoch 00025: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\25-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.7334e-05 - mean_squared_error: 4.7334e-05 - val_loss: 1.0933e-05 - val_mean_squared_error: 1.0933e-05
Epoch 26/500
277/282 [============================>.] - ETA: 0s - loss: 4.6764e-05 - mean_squared_error: 4.6764e-05
Epoch 00026: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\26-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 4.7089e-05 - mean_squared_error: 4.7089e-05 - val_loss: 1.2476e-05 - val_mean_squared_error: 1.2476e-05
Epoch 27/500
275/282 [============================>.] - ETA: 0s - loss: 4.7217e-05 - mean_squared_error: 4.7217e-05
Epoch 00027: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\27-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 4.6624e-05 - mean_squared_error: 4.6624e-05 - val_loss: 1.0355e-05 - val_mean_squared_error: 1.0355e-05
Epoch 28/500
282/282 [==============================] - ETA: 0s - loss: 4.8595e-05 - mean_squared_error: 4.8595e-05
Epoch 00028: loss did not improve from 0.00005
282/282 [==============================] - 2s 6ms/step - loss: 4.8595e-05 - mean_squared_error: 4.8595e-05 - val_loss: 1.2704e-05 - val_mean_squared_error: 1.2704e-05
Epoch 29/500
280/282 [============================>.] - ETA: 0s - loss: 4.6696e-05 - mean_squared_error: 4.6696e-05
Epoch 00029: loss did not improve from 0.00005
282/282 [==============================] - 2s 6ms/step - loss: 4.7316e-05 - mean_squared_error: 4.7316e-05 - val_loss: 4.0448e-05 - val_mean_squared_error: 4.0448e-05
Epoch 30/500
274/282 [============================>.] - ETA: 0s - loss: 4.8100e-05 - mean_squared_error: 4.8100e-05
Epoch 00030: loss did not improve from 0.00005
282/282 [==============================] - 2s 6ms/step - loss: 4.8125e-05 - mean_squared_error: 4.8125e-05 - val_loss: 1.6075e-05 - val_mean_squared_error: 1.6075e-05
Epoch 31/500
274/282 [============================>.] - ETA: 0s - loss: 4.6717e-05 - mean_squared_error: 4.6717e-05
Epoch 00031: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/21\31-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.6407e-05 - mean_squared_error: 4.6407e-05 - val_loss: 9.3980e-06 - val_mean_squared_error: 9.3980e-06
Epoch 32/500
277/282 [============================>.] - ETA: 0s - loss: 4.4458e-05 - mean_squared_error: 4.4458e-05
Epoch 00032: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/21\32-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 4.4138e-05 - mean_squared_error: 4.4138e-05 - val_loss: 1.1589e-05 - val_mean_squared_error: 1.1589e-05
Epoch 33/500
277/282 [============================>.] - ETA: 0s - loss: 4.6335e-05 - mean_squared_error: 4.6335e-05
Epoch 00033: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.6082e-05 - mean_squared_error: 4.6082e-05 - val_loss: 1.2722e-05 - val_mean_squared_error: 1.2722e-05
Epoch 34/500
274/282 [============================>.] - ETA: 0s - loss: 4.4055e-05 - mean_squared_error: 4.4055e-05
Epoch 00034: loss did not improve from 0.00004
282/282 [==============================] - 2s 6ms/step - loss: 4.4530e-05 - mean_squared_error: 4.4530e-05 - val_loss: 9.4608e-06 - val_mean_squared_error: 9.4608e-06
Epoch 35/500
281/282 [============================>.] - ETA: 0s - loss: 4.4114e-05 - mean_squared_error: 4.4114e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\35-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 4.4027e-05 - mean_squared_error: 4.4027e-05 - val_loss: 1.1811e-05 - val_mean_squared_error: 1.1811e-05
Epoch 36/500
280/282 [============================>.] - ETA: 0s - loss: 4.6007e-05 - mean_squared_error: 4.6007e-05
Epoch 00036: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.5844e-05 - mean_squared_error: 4.5844e-05 - val_loss: 1.0658e-05 - val_mean_squared_error: 1.0658e-05
Epoch 37/500
280/282 [============================>.] - ETA: 0s - loss: 4.3397e-05 - mean_squared_error: 4.3397e-05
Epoch 00037: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\37-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 4.3470e-05 - mean_squared_error: 4.3470e-05 - val_loss: 9.1417e-06 - val_mean_squared_error: 9.1417e-06
Epoch 38/500
273/282 [============================>.] - ETA: 0s - loss: 4.5520e-05 - mean_squared_error: 4.5520e-05
Epoch 00038: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.4708e-05 - mean_squared_error: 4.4708e-05 - val_loss: 1.4595e-05 - val_mean_squared_error: 1.4595e-05
Epoch 39/500
274/282 [============================>.] - ETA: 0s - loss: 4.3735e-05 - mean_squared_error: 4.3735e-05
Epoch 00039: loss did not improve from 0.00004
282/282 [==============================] - 2s 5ms/step - loss: 4.3507e-05 - mean_squared_error: 4.3507e-05 - val_loss: 1.1931e-05 - val_mean_squared_error: 1.1931e-05
Epoch 40/500
271/282 [===========================>..] - ETA: 0s - loss: 4.4342e-05 - mean_squared_error: 4.4342e-05
Epoch 00040: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.3704e-05 - mean_squared_error: 4.3704e-05 - val_loss: 1.0540e-05 - val_mean_squared_error: 1.0540e-05
Epoch 41/500
274/282 [============================>.] - ETA: 0s - loss: 4.3726e-05 - mean_squared_error: 4.3726e-05
Epoch 00041: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.3762e-05 - mean_squared_error: 4.3762e-05 - val_loss: 9.3932e-06 - val_mean_squared_error: 9.3932e-06
Epoch 42/500
275/282 [============================>.] - ETA: 0s - loss: 4.4006e-05 - mean_squared_error: 4.4006e-05
Epoch 00042: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\42-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 4.3307e-05 - mean_squared_error: 4.3307e-05 - val_loss: 1.3292e-05 - val_mean_squared_error: 1.3292e-05
Epoch 43/500
271/282 [===========================>..] - ETA: 0s - loss: 4.3078e-05 - mean_squared_error: 4.3078e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\43-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.3248e-05 - mean_squared_error: 4.3248e-05 - val_loss: 1.0746e-05 - val_mean_squared_error: 1.0746e-05
Epoch 44/500
273/282 [============================>.] - ETA: 0s - loss: 4.3952e-05 - mean_squared_error: 4.3952e-05
Epoch 00044: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.3947e-05 - mean_squared_error: 4.3947e-05 - val_loss: 1.6027e-05 - val_mean_squared_error: 1.6027e-05
Epoch 45/500
270/282 [===========================>..] - ETA: 0s - loss: 4.2941e-05 - mean_squared_error: 4.2941e-05
Epoch 00045: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\45-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.2065e-05 - mean_squared_error: 4.2065e-05 - val_loss: 1.0049e-05 - val_mean_squared_error: 1.0049e-05
Epoch 46/500
271/282 [===========================>..] - ETA: 0s - loss: 4.1619e-05 - mean_squared_error: 4.1619e-05
Epoch 00046: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\46-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.1371e-05 - mean_squared_error: 4.1371e-05 - val_loss: 1.5518e-05 - val_mean_squared_error: 1.5518e-05
Epoch 47/500
278/282 [============================>.] - ETA: 0s - loss: 4.2101e-05 - mean_squared_error: 4.2101e-05
Epoch 00047: loss did not improve from 0.00004
282/282 [==============================] - 2s 6ms/step - loss: 4.1908e-05 - mean_squared_error: 4.1908e-05 - val_loss: 1.0284e-05 - val_mean_squared_error: 1.0284e-05
Epoch 48/500
276/282 [============================>.] - ETA: 0s - loss: 4.2613e-05 - mean_squared_error: 4.2613e-05
Epoch 00048: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.2680e-05 - mean_squared_error: 4.2680e-05 - val_loss: 1.4078e-05 - val_mean_squared_error: 1.4078e-05
Epoch 49/500
273/282 [============================>.] - ETA: 0s - loss: 4.1974e-05 - mean_squared_error: 4.1974e-05
Epoch 00049: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\49-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 4.1276e-05 - mean_squared_error: 4.1276e-05 - val_loss: 1.0893e-05 - val_mean_squared_error: 1.0893e-05
Epoch 50/500
276/282 [============================>.] - ETA: 0s - loss: 3.7645e-05 - mean_squared_error: 3.7645e-05
Epoch 00050: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\50-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.9831e-05 - mean_squared_error: 3.9831e-05 - val_loss: 1.9246e-05 - val_mean_squared_error: 1.9246e-05
Epoch 51/500
276/282 [============================>.] - ETA: 0s - loss: 4.1279e-05 - mean_squared_error: 4.1279e-05
Epoch 00051: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.1113e-05 - mean_squared_error: 4.1113e-05 - val_loss: 1.2881e-05 - val_mean_squared_error: 1.2881e-05
Epoch 52/500
272/282 [===========================>..] - ETA: 0s - loss: 4.0041e-05 - mean_squared_error: 4.0041e-05
Epoch 00052: loss did not improve from 0.00004
282/282 [==============================] - 1s 4ms/step - loss: 4.0072e-05 - mean_squared_error: 4.0072e-05 - val_loss: 9.7659e-06 - val_mean_squared_error: 9.7659e-06
Epoch 53/500
272/282 [===========================>..] - ETA: 0s - loss: 3.9971e-05 - mean_squared_error: 3.9971e-05
Epoch 00053: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 4.0298e-05 - mean_squared_error: 4.0298e-05 - val_loss: 9.9274e-06 - val_mean_squared_error: 9.9274e-06
Epoch 54/500
282/282 [==============================] - ETA: 0s - loss: 3.9186e-05 - mean_squared_error: 3.9186e-05
Epoch 00054: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\54-0.0000.hdf5
282/282 [==============================] - 1s 4ms/step - loss: 3.9186e-05 - mean_squared_error: 3.9186e-05 - val_loss: 9.8215e-06 - val_mean_squared_error: 9.8215e-06
Epoch 55/500
280/282 [============================>.] - ETA: 0s - loss: 3.9346e-05 - mean_squared_error: 3.9346e-05
Epoch 00055: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\55-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.9163e-05 - mean_squared_error: 3.9163e-05 - val_loss: 1.2284e-05 - val_mean_squared_error: 1.2284e-05
Epoch 56/500
275/282 [============================>.] - ETA: 0s - loss: 3.8410e-05 - mean_squared_error: 3.8410e-05
Epoch 00056: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\56-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.8511e-05 - mean_squared_error: 3.8511e-05 - val_loss: 1.0514e-05 - val_mean_squared_error: 1.0514e-05
Epoch 57/500
282/282 [==============================] - ETA: 0s - loss: 3.9206e-05 - mean_squared_error: 3.9206e-05
Epoch 00057: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.9206e-05 - mean_squared_error: 3.9206e-05 - val_loss: 1.1638e-05 - val_mean_squared_error: 1.1638e-05
Epoch 58/500
272/282 [===========================>..] - ETA: 0s - loss: 3.7990e-05 - mean_squared_error: 3.7990e-05
Epoch 00058: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8923e-05 - mean_squared_error: 3.8923e-05 - val_loss: 1.0280e-05 - val_mean_squared_error: 1.0280e-05
Epoch 59/500
280/282 [============================>.] - ETA: 0s - loss: 3.8117e-05 - mean_squared_error: 3.8117e-05
Epoch 00059: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\59-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.7951e-05 - mean_squared_error: 3.7951e-05 - val_loss: 1.1231e-05 - val_mean_squared_error: 1.1231e-05
Epoch 60/500
272/282 [===========================>..] - ETA: 0s - loss: 3.6319e-05 - mean_squared_error: 3.6319e-05
Epoch 00060: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\60-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.7257e-05 - mean_squared_error: 3.7257e-05 - val_loss: 1.2099e-05 - val_mean_squared_error: 1.2099e-05
Epoch 61/500
276/282 [============================>.] - ETA: 0s - loss: 3.9236e-05 - mean_squared_error: 3.9236e-05
Epoch 00061: loss did not improve from 0.00004
282/282 [==============================] - 2s 6ms/step - loss: 3.9313e-05 - mean_squared_error: 3.9313e-05 - val_loss: 9.2780e-06 - val_mean_squared_error: 9.2780e-06
Epoch 62/500
277/282 [============================>.] - ETA: 0s - loss: 3.8666e-05 - mean_squared_error: 3.8666e-05
Epoch 00062: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.9083e-05 - mean_squared_error: 3.9083e-05 - val_loss: 1.2893e-05 - val_mean_squared_error: 1.2893e-05
Epoch 63/500
279/282 [============================>.] - ETA: 0s - loss: 3.8093e-05 - mean_squared_error: 3.8093e-05
Epoch 00063: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8094e-05 - mean_squared_error: 3.8094e-05 - val_loss: 1.2647e-05 - val_mean_squared_error: 1.2647e-05
Epoch 64/500
278/282 [============================>.] - ETA: 0s - loss: 3.8991e-05 - mean_squared_error: 3.8991e-05
Epoch 00064: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8984e-05 - mean_squared_error: 3.8984e-05 - val_loss: 1.1661e-05 - val_mean_squared_error: 1.1661e-05
Epoch 65/500
273/282 [============================>.] - ETA: 0s - loss: 3.7369e-05 - mean_squared_error: 3.7369e-05
Epoch 00065: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\65-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.7196e-05 - mean_squared_error: 3.7196e-05 - val_loss: 1.5662e-05 - val_mean_squared_error: 1.5662e-05
Epoch 66/500
279/282 [============================>.] - ETA: 0s - loss: 3.8227e-05 - mean_squared_error: 3.8227e-05
Epoch 00066: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.8017e-05 - mean_squared_error: 3.8017e-05 - val_loss: 1.1690e-05 - val_mean_squared_error: 1.1690e-05
Epoch 67/500
282/282 [==============================] - ETA: 0s - loss: 3.6858e-05 - mean_squared_error: 3.6858e-05
Epoch 00067: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\67-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.6858e-05 - mean_squared_error: 3.6858e-05 - val_loss: 1.2803e-05 - val_mean_squared_error: 1.2803e-05
Epoch 68/500
272/282 [===========================>..] - ETA: 0s - loss: 3.7530e-05 - mean_squared_error: 3.7530e-05
Epoch 00068: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.7147e-05 - mean_squared_error: 3.7147e-05 - val_loss: 1.3605e-05 - val_mean_squared_error: 1.3605e-05
Epoch 69/500
281/282 [============================>.] - ETA: 0s - loss: 3.7620e-05 - mean_squared_error: 3.7620e-05
Epoch 00069: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.7582e-05 - mean_squared_error: 3.7582e-05 - val_loss: 1.7293e-05 - val_mean_squared_error: 1.7293e-05
Epoch 70/500
275/282 [============================>.] - ETA: 0s - loss: 3.6049e-05 - mean_squared_error: 3.6049e-05
Epoch 00070: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/21\70-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.5818e-05 - mean_squared_error: 3.5818e-05 - val_loss: 1.5179e-05 - val_mean_squared_error: 1.5179e-05
Epoch 71/500
273/282 [============================>.] - ETA: 0s - loss: 3.7030e-05 - mean_squared_error: 3.7030e-05
Epoch 00071: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.6595e-05 - mean_squared_error: 3.6595e-05 - val_loss: 1.2145e-05 - val_mean_squared_error: 1.2145e-05
Epoch 72/500
280/282 [============================>.] - ETA: 0s - loss: 3.7046e-05 - mean_squared_error: 3.7046e-05
Epoch 00072: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.7092e-05 - mean_squared_error: 3.7092e-05 - val_loss: 1.5801e-05 - val_mean_squared_error: 1.5801e-05
Epoch 73/500
274/282 [============================>.] - ETA: 0s - loss: 3.6647e-05 - mean_squared_error: 3.6647e-05
Epoch 00073: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.6924e-05 - mean_squared_error: 3.6924e-05 - val_loss: 1.1180e-05 - val_mean_squared_error: 1.1180e-05
Epoch 74/500
280/282 [============================>.] - ETA: 0s - loss: 3.5484e-05 - mean_squared_error: 3.5484e-05
Epoch 00074: loss did not improve from 0.00004
282/282 [==============================] - 1s 5ms/step - loss: 3.6600e-05 - mean_squared_error: 3.6600e-05 - val_loss: 1.1204e-05 - val_mean_squared_error: 1.1204e-05
Epoch 75/500
275/282 [============================>.] - ETA: 0s - loss: 3.5312e-05 - mean_squared_error: 3.5312e-05
Epoch 00075: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/21\75-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 3.4981e-05 - mean_squared_error: 3.4981e-05 - val_loss: 1.0249e-05 - val_mean_squared_error: 1.0249e-05
Epoch 76/500
274/282 [============================>.] - ETA: 0s - loss: 3.6670e-05 - mean_squared_error: 3.6670e-05
Epoch 00076: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.6173e-05 - mean_squared_error: 3.6173e-05 - val_loss: 1.0880e-05 - val_mean_squared_error: 1.0880e-05
Epoch 77/500
272/282 [===========================>..] - ETA: 0s - loss: 3.5516e-05 - mean_squared_error: 3.5516e-05
Epoch 00077: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5676e-05 - mean_squared_error: 3.5676e-05 - val_loss: 1.2698e-05 - val_mean_squared_error: 1.2698e-05
Epoch 78/500
278/282 [============================>.] - ETA: 0s - loss: 3.5659e-05 - mean_squared_error: 3.5659e-05
Epoch 00078: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5717e-05 - mean_squared_error: 3.5717e-05 - val_loss: 1.2057e-05 - val_mean_squared_error: 1.2057e-05
Epoch 79/500
274/282 [============================>.] - ETA: 0s - loss: 3.4988e-05 - mean_squared_error: 3.4988e-05
Epoch 00079: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5143e-05 - mean_squared_error: 3.5143e-05 - val_loss: 1.5558e-05 - val_mean_squared_error: 1.5558e-05
Epoch 80/500
276/282 [============================>.] - ETA: 0s - loss: 3.4920e-05 - mean_squared_error: 3.4920e-05
Epoch 00080: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 3.5024e-05 - mean_squared_error: 3.5024e-05 - val_loss: 1.4434e-05 - val_mean_squared_error: 1.4434e-05
Epoch 00080: early stopping
Epoch 1/500
2023/2028 [============================>.] - ETA: 0s - loss: 3.7821e-05 - mean_squared_error: 3.7821e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/22\01-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 3.7761e-05 - mean_squared_error: 3.7761e-05 - val_loss: 2.1442e-05 - val_mean_squared_error: 2.1442e-05
Epoch 2/500
2020/2028 [============================>.] - ETA: 0s - loss: 3.2893e-05 - mean_squared_error: 3.2893e-05
Epoch 00002: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/22\02-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 3.2872e-05 - mean_squared_error: 3.2872e-05 - val_loss: 3.0511e-05 - val_mean_squared_error: 3.0511e-05
Epoch 3/500
2024/2028 [============================>.] - ETA: 0s - loss: 3.0799e-05 - mean_squared_error: 3.0799e-05
Epoch 00003: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\03-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 3.0764e-05 - mean_squared_error: 3.0764e-05 - val_loss: 2.8205e-05 - val_mean_squared_error: 2.8205e-05
Epoch 4/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.8226e-05 - mean_squared_error: 2.8226e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\04-0.0000.hdf5
2028/2028 [==============================] - 11s 6ms/step - loss: 2.9937e-05 - mean_squared_error: 2.9937e-05 - val_loss: 4.5724e-05 - val_mean_squared_error: 4.5724e-05
Epoch 5/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.9719e-05 - mean_squared_error: 2.9719e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\05-0.0000.hdf5
2028/2028 [==============================] - 12s 6ms/step - loss: 2.9728e-05 - mean_squared_error: 2.9728e-05 - val_loss: 1.9798e-05 - val_mean_squared_error: 1.9798e-05
Epoch 6/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.9212e-05 - mean_squared_error: 2.9212e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\06-0.0000.hdf5
2028/2028 [==============================] - 13s 6ms/step - loss: 2.9186e-05 - mean_squared_error: 2.9186e-05 - val_loss: 1.9612e-05 - val_mean_squared_error: 1.9612e-05
Epoch 7/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.8324e-05 - mean_squared_error: 2.8324e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\07-0.0000.hdf5
2028/2028 [==============================] - 13s 6ms/step - loss: 2.8313e-05 - mean_squared_error: 2.8313e-05 - val_loss: 2.6560e-05 - val_mean_squared_error: 2.6560e-05
Epoch 8/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.7917e-05 - mean_squared_error: 2.7917e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\08-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.7859e-05 - mean_squared_error: 2.7859e-05 - val_loss: 1.9826e-05 - val_mean_squared_error: 1.9826e-05
Epoch 9/500
2017/2028 [============================>.] - ETA: 0s - loss: 2.7120e-05 - mean_squared_error: 2.7120e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\09-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.7008e-05 - mean_squared_error: 2.7008e-05 - val_loss: 1.9370e-05 - val_mean_squared_error: 1.9370e-05
Epoch 10/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.7931e-05 - mean_squared_error: 2.7931e-05
Epoch 00010: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.7929e-05 - mean_squared_error: 2.7929e-05 - val_loss: 1.9075e-05 - val_mean_squared_error: 1.9075e-05
Epoch 11/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.6968e-05 - mean_squared_error: 2.6968e-05
Epoch 00011: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\11-0.0000.hdf5
2028/2028 [==============================] - 9s 5ms/step - loss: 2.6912e-05 - mean_squared_error: 2.6912e-05 - val_loss: 1.9302e-05 - val_mean_squared_error: 1.9302e-05
Epoch 12/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.6527e-05 - mean_squared_error: 2.6527e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\12-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6528e-05 - mean_squared_error: 2.6528e-05 - val_loss: 1.6371e-05 - val_mean_squared_error: 1.6371e-05
Epoch 13/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.6107e-05 - mean_squared_error: 2.6107e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\13-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6353e-05 - mean_squared_error: 2.6353e-05 - val_loss: 1.8191e-05 - val_mean_squared_error: 1.8191e-05
Epoch 14/500
2028/2028 [==============================] - ETA: 0s - loss: 2.6244e-05 - mean_squared_error: 2.6244e-05
Epoch 00014: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\14-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6244e-05 - mean_squared_error: 2.6244e-05 - val_loss: 1.6239e-05 - val_mean_squared_error: 1.6239e-05
Epoch 15/500
2017/2028 [============================>.] - ETA: 0s - loss: 2.6269e-05 - mean_squared_error: 2.6269e-05
Epoch 00015: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6311e-05 - mean_squared_error: 2.6311e-05 - val_loss: 1.9860e-05 - val_mean_squared_error: 1.9860e-05
Epoch 16/500
2026/2028 [============================>.] - ETA: 0s - loss: 2.6496e-05 - mean_squared_error: 2.6496e-05
Epoch 00016: loss did not improve from 0.00003
2028/2028 [==============================] - 11s 6ms/step - loss: 2.6483e-05 - mean_squared_error: 2.6483e-05 - val_loss: 1.6086e-05 - val_mean_squared_error: 1.6086e-05
Epoch 17/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.5948e-05 - mean_squared_error: 2.5948e-05
Epoch 00017: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\17-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.5919e-05 - mean_squared_error: 2.5919e-05 - val_loss: 2.0470e-05 - val_mean_squared_error: 2.0470e-05
Epoch 18/500
2028/2028 [==============================] - ETA: 0s - loss: 2.5589e-05 - mean_squared_error: 2.5589e-05
Epoch 00018: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\18-0.0000.hdf5
2028/2028 [==============================] - 12s 6ms/step - loss: 2.5589e-05 - mean_squared_error: 2.5589e-05 - val_loss: 2.8060e-05 - val_mean_squared_error: 2.8060e-05
Epoch 19/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.6047e-05 - mean_squared_error: 2.6047e-05
Epoch 00019: loss did not improve from 0.00003
2028/2028 [==============================] - 13s 6ms/step - loss: 2.6044e-05 - mean_squared_error: 2.6044e-05 - val_loss: 1.4931e-05 - val_mean_squared_error: 1.4931e-05
Epoch 20/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.5688e-05 - mean_squared_error: 2.5688e-05
Epoch 00020: loss did not improve from 0.00003
2028/2028 [==============================] - 13s 6ms/step - loss: 2.5611e-05 - mean_squared_error: 2.5611e-05 - val_loss: 1.4098e-05 - val_mean_squared_error: 1.4098e-05
Epoch 21/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.5044e-05 - mean_squared_error: 2.5044e-05
Epoch 00021: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/22\21-0.0000.hdf5
2028/2028 [==============================] - 13s 7ms/step - loss: 2.5019e-05 - mean_squared_error: 2.5019e-05 - val_loss: 1.4585e-05 - val_mean_squared_error: 1.4585e-05
Epoch 22/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.5494e-05 - mean_squared_error: 2.5494e-05
Epoch 00022: loss did not improve from 0.00003
2028/2028 [==============================] - 11s 5ms/step - loss: 2.5478e-05 - mean_squared_error: 2.5478e-05 - val_loss: 1.5886e-05 - val_mean_squared_error: 1.5886e-05
Epoch 23/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.5465e-05 - mean_squared_error: 2.5465e-05
Epoch 00023: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5464e-05 - mean_squared_error: 2.5464e-05 - val_loss: 1.4928e-05 - val_mean_squared_error: 1.4928e-05
Epoch 24/500
2018/2028 [============================>.] - ETA: 0s - loss: 2.5531e-05 - mean_squared_error: 2.5531e-05
Epoch 00024: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5471e-05 - mean_squared_error: 2.5471e-05 - val_loss: 1.4563e-05 - val_mean_squared_error: 1.4563e-05
Epoch 25/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.5249e-05 - mean_squared_error: 2.5249e-05
Epoch 00025: loss did not improve from 0.00003
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5197e-05 - mean_squared_error: 2.5197e-05 - val_loss: 1.4491e-05 - val_mean_squared_error: 1.4491e-05
Epoch 26/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.4007e-05 - mean_squared_error: 2.4007e-05
Epoch 00026: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/22\26-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4741e-05 - mean_squared_error: 2.4741e-05 - val_loss: 1.8243e-05 - val_mean_squared_error: 1.8243e-05
Epoch 27/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.6299e-05 - mean_squared_error: 2.6299e-05
Epoch 00027: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.6212e-05 - mean_squared_error: 2.6212e-05 - val_loss: 1.6649e-05 - val_mean_squared_error: 1.6649e-05
Epoch 28/500
2026/2028 [============================>.] - ETA: 0s - loss: 2.4861e-05 - mean_squared_error: 2.4861e-05
Epoch 00028: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4848e-05 - mean_squared_error: 2.4848e-05 - val_loss: 1.3836e-05 - val_mean_squared_error: 1.3836e-05
Epoch 29/500
2017/2028 [============================>.] - ETA: 0s - loss: 2.4928e-05 - mean_squared_error: 2.4928e-05
Epoch 00029: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4845e-05 - mean_squared_error: 2.4845e-05 - val_loss: 1.4543e-05 - val_mean_squared_error: 1.4543e-05
Epoch 30/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.5251e-05 - mean_squared_error: 2.5251e-05
Epoch 00030: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.5227e-05 - mean_squared_error: 2.5227e-05 - val_loss: 2.4337e-05 - val_mean_squared_error: 2.4337e-05
Epoch 31/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.4648e-05 - mean_squared_error: 2.4648e-05
Epoch 00031: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\31-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.4594e-05 - mean_squared_error: 2.4594e-05 - val_loss: 1.6976e-05 - val_mean_squared_error: 1.6976e-05
Epoch 32/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4666e-05 - mean_squared_error: 2.4666e-05
Epoch 00032: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 6ms/step - loss: 2.4668e-05 - mean_squared_error: 2.4668e-05 - val_loss: 1.4749e-05 - val_mean_squared_error: 1.4749e-05
Epoch 33/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.4890e-05 - mean_squared_error: 2.4890e-05
Epoch 00033: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.4799e-05 - mean_squared_error: 2.4799e-05 - val_loss: 1.4190e-05 - val_mean_squared_error: 1.4190e-05
Epoch 34/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4769e-05 - mean_squared_error: 2.4769e-05
Epoch 00034: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.4746e-05 - mean_squared_error: 2.4746e-05 - val_loss: 1.4643e-05 - val_mean_squared_error: 1.4643e-05
Epoch 35/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.4439e-05 - mean_squared_error: 2.4439e-05
Epoch 00035: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\35-0.0000.hdf5
2028/2028 [==============================] - 13s 7ms/step - loss: 2.4439e-05 - mean_squared_error: 2.4439e-05 - val_loss: 1.7472e-05 - val_mean_squared_error: 1.7472e-05
Epoch 36/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.4864e-05 - mean_squared_error: 2.4864e-05
Epoch 00036: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.4819e-05 - mean_squared_error: 2.4819e-05 - val_loss: 1.4770e-05 - val_mean_squared_error: 1.4770e-05
Epoch 37/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.3894e-05 - mean_squared_error: 2.3894e-05
Epoch 00037: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\37-0.0000.hdf5
2028/2028 [==============================] - 11s 6ms/step - loss: 2.3873e-05 - mean_squared_error: 2.3873e-05 - val_loss: 1.5228e-05 - val_mean_squared_error: 1.5228e-05
Epoch 38/500
2026/2028 [============================>.] - ETA: 0s - loss: 2.4639e-05 - mean_squared_error: 2.4639e-05
Epoch 00038: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4626e-05 - mean_squared_error: 2.4626e-05 - val_loss: 1.5565e-05 - val_mean_squared_error: 1.5565e-05
Epoch 39/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4085e-05 - mean_squared_error: 2.4085e-05
Epoch 00039: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4063e-05 - mean_squared_error: 2.4063e-05 - val_loss: 2.9889e-05 - val_mean_squared_error: 2.9889e-05
Epoch 40/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.3690e-05 - mean_squared_error: 2.3690e-05
Epoch 00040: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\40-0.0000.hdf5
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3681e-05 - mean_squared_error: 2.3681e-05 - val_loss: 1.4169e-05 - val_mean_squared_error: 1.4169e-05
Epoch 41/500
2016/2028 [============================>.] - ETA: 0s - loss: 2.4221e-05 - mean_squared_error: 2.4221e-05
Epoch 00041: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4131e-05 - mean_squared_error: 2.4131e-05 - val_loss: 1.5496e-05 - val_mean_squared_error: 1.5496e-05
Epoch 42/500
2016/2028 [============================>.] - ETA: 0s - loss: 2.4020e-05 - mean_squared_error: 2.4020e-05
Epoch 00042: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3927e-05 - mean_squared_error: 2.3927e-05 - val_loss: 1.3063e-05 - val_mean_squared_error: 1.3063e-05
Epoch 43/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.4052e-05 - mean_squared_error: 2.4052e-05
Epoch 00043: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 5ms/step - loss: 2.4042e-05 - mean_squared_error: 2.4042e-05 - val_loss: 1.8760e-05 - val_mean_squared_error: 1.8760e-05
Epoch 44/500
2020/2028 [============================>.] - ETA: 0s - loss: 2.4456e-05 - mean_squared_error: 2.4456e-05
Epoch 00044: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.4381e-05 - mean_squared_error: 2.4381e-05 - val_loss: 1.4260e-05 - val_mean_squared_error: 1.4260e-05
Epoch 45/500
2019/2028 [============================>.] - ETA: 0s - loss: 2.3619e-05 - mean_squared_error: 2.3619e-05
Epoch 00045: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\45-0.0000.hdf5
2028/2028 [==============================] - 11s 5ms/step - loss: 2.3545e-05 - mean_squared_error: 2.3545e-05 - val_loss: 1.4141e-05 - val_mean_squared_error: 1.4141e-05
Epoch 46/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.4260e-05 - mean_squared_error: 2.4260e-05
Epoch 00046: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 6ms/step - loss: 2.4229e-05 - mean_squared_error: 2.4229e-05 - val_loss: 1.3269e-05 - val_mean_squared_error: 1.3269e-05
Epoch 47/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.4002e-05 - mean_squared_error: 2.4002e-05
Epoch 00047: loss did not improve from 0.00002
2028/2028 [==============================] - 12s 6ms/step - loss: 2.3975e-05 - mean_squared_error: 2.3975e-05 - val_loss: 1.5524e-05 - val_mean_squared_error: 1.5524e-05
Epoch 48/500
2025/2028 [============================>.] - ETA: 0s - loss: 2.3825e-05 - mean_squared_error: 2.3825e-05
Epoch 00048: loss did not improve from 0.00002
2028/2028 [==============================] - 13s 6ms/step - loss: 2.3802e-05 - mean_squared_error: 2.3802e-05 - val_loss: 1.3804e-05 - val_mean_squared_error: 1.3804e-05
Epoch 49/500
2024/2028 [============================>.] - ETA: 0s - loss: 2.3041e-05 - mean_squared_error: 2.3041e-05
Epoch 00049: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/22\49-0.0000.hdf5
2028/2028 [==============================] - 13s 6ms/step - loss: 2.3008e-05 - mean_squared_error: 2.3008e-05 - val_loss: 1.5659e-05 - val_mean_squared_error: 1.5659e-05
Epoch 50/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.3310e-05 - mean_squared_error: 2.3310e-05
Epoch 00050: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 6ms/step - loss: 2.3254e-05 - mean_squared_error: 2.3254e-05 - val_loss: 1.4757e-05 - val_mean_squared_error: 1.4757e-05
Epoch 51/500
2022/2028 [============================>.] - ETA: 0s - loss: 2.3504e-05 - mean_squared_error: 2.3504e-05
Epoch 00051: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3454e-05 - mean_squared_error: 2.3454e-05 - val_loss: 1.3945e-05 - val_mean_squared_error: 1.3945e-05
Epoch 52/500
2023/2028 [============================>.] - ETA: 0s - loss: 2.3170e-05 - mean_squared_error: 2.3170e-05
Epoch 00052: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3155e-05 - mean_squared_error: 2.3155e-05 - val_loss: 1.3522e-05 - val_mean_squared_error: 1.3522e-05
Epoch 53/500
2021/2028 [============================>.] - ETA: 0s - loss: 2.3514e-05 - mean_squared_error: 2.3514e-05
Epoch 00053: loss did not improve from 0.00002
2028/2028 [==============================] - 11s 5ms/step - loss: 2.3520e-05 - mean_squared_error: 2.3520e-05 - val_loss: 1.4663e-05 - val_mean_squared_error: 1.4663e-05
Epoch 54/500
2027/2028 [============================>.] - ETA: 0s - loss: 2.3633e-05 - mean_squared_error: 2.3633e-05
Epoch 00054: loss did not improve from 0.00002
2028/2028 [==============================] - 10s 5ms/step - loss: 2.3631e-05 - mean_squared_error: 2.3631e-05 - val_loss: 1.8240e-05 - val_mean_squared_error: 1.8240e-05
Epoch 00054: early stopping
Epoch 1/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.4016e-04 - mean_squared_error: 2.4016e-04
Epoch 00001: loss improved from inf to 0.00024, saving model to ./model_LSTM/23\01-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.3994e-04 - mean_squared_error: 2.3994e-04 - val_loss: 1.5475e-04 - val_mean_squared_error: 1.5475e-04
Epoch 2/500
2134/2139 [============================>.] - ETA: 0s - loss: 2.2129e-04 - mean_squared_error: 2.2129e-04
Epoch 00002: loss improved from 0.00024 to 0.00022, saving model to ./model_LSTM/23\02-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.2140e-04 - mean_squared_error: 2.2140e-04 - val_loss: 1.5265e-04 - val_mean_squared_error: 1.5265e-04
Epoch 3/500
2135/2139 [============================>.] - ETA: 0s - loss: 2.1765e-04 - mean_squared_error: 2.1765e-04
Epoch 00003: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/23\03-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.1759e-04 - mean_squared_error: 2.1759e-04 - val_loss: 1.8392e-04 - val_mean_squared_error: 1.8392e-04
Epoch 4/500
2137/2139 [============================>.] - ETA: 0s - loss: 2.1295e-04 - mean_squared_error: 2.1295e-04
Epoch 00004: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/23\04-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.1299e-04 - mean_squared_error: 2.1299e-04 - val_loss: 1.6943e-04 - val_mean_squared_error: 1.6943e-04
Epoch 5/500
2134/2139 [============================>.] - ETA: 0s - loss: 2.1081e-04 - mean_squared_error: 2.1081e-04
Epoch 00005: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\05-0.0001.hdf5
2139/2139 [==============================] - 12s 6ms/step - loss: 2.1085e-04 - mean_squared_error: 2.1085e-04 - val_loss: 1.4848e-04 - val_mean_squared_error: 1.4848e-04
Epoch 6/500
2131/2139 [============================>.] - ETA: 0s - loss: 2.1032e-04 - mean_squared_error: 2.1032e-04
Epoch 00006: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\06-0.0002.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 2.1035e-04 - mean_squared_error: 2.1035e-04 - val_loss: 1.5880e-04 - val_mean_squared_error: 1.5880e-04
Epoch 7/500
2139/2139 [==============================] - ETA: 0s - loss: 2.0807e-04 - mean_squared_error: 2.0807e-04
Epoch 00007: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\07-0.0002.hdf5
2139/2139 [==============================] - 12s 6ms/step - loss: 2.0807e-04 - mean_squared_error: 2.0807e-04 - val_loss: 2.0460e-04 - val_mean_squared_error: 2.0460e-04
Epoch 8/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.0671e-04 - mean_squared_error: 2.0671e-04
Epoch 00008: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\08-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 2.0659e-04 - mean_squared_error: 2.0659e-04 - val_loss: 1.4030e-04 - val_mean_squared_error: 1.4030e-04
Epoch 9/500
2137/2139 [============================>.] - ETA: 0s - loss: 2.0568e-04 - mean_squared_error: 2.0568e-04
Epoch 00009: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/23\09-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 2.0562e-04 - mean_squared_error: 2.0562e-04 - val_loss: 1.4120e-04 - val_mean_squared_error: 1.4120e-04
Epoch 10/500
2136/2139 [============================>.] - ETA: 0s - loss: 2.0448e-04 - mean_squared_error: 2.0448e-04
Epoch 00010: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/23\10-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 2.0441e-04 - mean_squared_error: 2.0441e-04 - val_loss: 1.4548e-04 - val_mean_squared_error: 1.4548e-04
Epoch 11/500
2138/2139 [============================>.] - ETA: 0s - loss: 2.0427e-04 - mean_squared_error: 2.0427e-04
Epoch 00011: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\11-0.0002.hdf5
2139/2139 [==============================] - 10s 4ms/step - loss: 2.0423e-04 - mean_squared_error: 2.0423e-04 - val_loss: 1.5004e-04 - val_mean_squared_error: 1.5004e-04
Epoch 12/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.0419e-04 - mean_squared_error: 2.0419e-04
Epoch 00012: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\12-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0396e-04 - mean_squared_error: 2.0396e-04 - val_loss: 1.4582e-04 - val_mean_squared_error: 1.4582e-04
Epoch 13/500
2127/2139 [============================>.] - ETA: 0s - loss: 2.0262e-04 - mean_squared_error: 2.0262e-04
Epoch 00013: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\13-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0293e-04 - mean_squared_error: 2.0293e-04 - val_loss: 1.4424e-04 - val_mean_squared_error: 1.4424e-04
Epoch 14/500
2135/2139 [============================>.] - ETA: 0s - loss: 2.0206e-04 - mean_squared_error: 2.0206e-04
Epoch 00014: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\14-0.0001.hdf5
2139/2139 [==============================] - 8s 4ms/step - loss: 2.0204e-04 - mean_squared_error: 2.0204e-04 - val_loss: 1.4096e-04 - val_mean_squared_error: 1.4096e-04
Epoch 15/500
2131/2139 [============================>.] - ETA: 0s - loss: 2.0229e-04 - mean_squared_error: 2.0229e-04
Epoch 00015: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0216e-04 - mean_squared_error: 2.0216e-04 - val_loss: 1.4135e-04 - val_mean_squared_error: 1.4135e-04
Epoch 16/500
2134/2139 [============================>.] - ETA: 0s - loss: 2.0075e-04 - mean_squared_error: 2.0075e-04
Epoch 00016: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\16-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0055e-04 - mean_squared_error: 2.0055e-04 - val_loss: 1.4220e-04 - val_mean_squared_error: 1.4220e-04
Epoch 17/500
2130/2139 [============================>.] - ETA: 0s - loss: 2.0062e-04 - mean_squared_error: 2.0062e-04
Epoch 00017: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 2.0062e-04 - mean_squared_error: 2.0062e-04 - val_loss: 1.4021e-04 - val_mean_squared_error: 1.4021e-04
Epoch 18/500
2129/2139 [============================>.] - ETA: 0s - loss: 1.9975e-04 - mean_squared_error: 1.9975e-04
Epoch 00018: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\18-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9937e-04 - mean_squared_error: 1.9937e-04 - val_loss: 1.4608e-04 - val_mean_squared_error: 1.4608e-04
Epoch 19/500
2126/2139 [============================>.] - ETA: 0s - loss: 1.9959e-04 - mean_squared_error: 1.9959e-04
Epoch 00019: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9946e-04 - mean_squared_error: 1.9946e-04 - val_loss: 1.9802e-04 - val_mean_squared_error: 1.9802e-04
Epoch 20/500
2127/2139 [============================>.] - ETA: 0s - loss: 1.9964e-04 - mean_squared_error: 1.9964e-04
Epoch 00020: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9944e-04 - mean_squared_error: 1.9944e-04 - val_loss: 1.4076e-04 - val_mean_squared_error: 1.4076e-04
Epoch 21/500
2132/2139 [============================>.] - ETA: 0s - loss: 1.9859e-04 - mean_squared_error: 1.9859e-04
Epoch 00021: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\21-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9856e-04 - mean_squared_error: 1.9856e-04 - val_loss: 1.5250e-04 - val_mean_squared_error: 1.5250e-04
Epoch 22/500
2131/2139 [============================>.] - ETA: 0s - loss: 1.9842e-04 - mean_squared_error: 1.9842e-04
Epoch 00022: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\22-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9822e-04 - mean_squared_error: 1.9822e-04 - val_loss: 1.4583e-04 - val_mean_squared_error: 1.4583e-04
Epoch 23/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9805e-04 - mean_squared_error: 1.9805e-04
Epoch 00023: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\23-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9796e-04 - mean_squared_error: 1.9796e-04 - val_loss: 1.4047e-04 - val_mean_squared_error: 1.4047e-04
Epoch 24/500
2131/2139 [============================>.] - ETA: 0s - loss: 1.9649e-04 - mean_squared_error: 1.9649e-04
Epoch 00024: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\24-0.0001.hdf5
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9621e-04 - mean_squared_error: 1.9621e-04 - val_loss: 1.4245e-04 - val_mean_squared_error: 1.4245e-04
Epoch 25/500
2135/2139 [============================>.] - ETA: 0s - loss: 1.9665e-04 - mean_squared_error: 1.9665e-04
Epoch 00025: loss did not improve from 0.00020
2139/2139 [==============================] - 12s 6ms/step - loss: 1.9687e-04 - mean_squared_error: 1.9687e-04 - val_loss: 1.4964e-04 - val_mean_squared_error: 1.4964e-04
Epoch 26/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9638e-04 - mean_squared_error: 1.9638e-04
Epoch 00026: loss did not improve from 0.00020
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9633e-04 - mean_squared_error: 1.9633e-04 - val_loss: 1.4092e-04 - val_mean_squared_error: 1.4092e-04
Epoch 27/500
2133/2139 [============================>.] - ETA: 0s - loss: 1.9497e-04 - mean_squared_error: 1.9497e-04
Epoch 00027: loss improved from 0.00020 to 0.00020, saving model to ./model_LSTM/23\27-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9508e-04 - mean_squared_error: 1.9508e-04 - val_loss: 1.4155e-04 - val_mean_squared_error: 1.4155e-04
Epoch 28/500
2129/2139 [============================>.] - ETA: 0s - loss: 1.9545e-04 - mean_squared_error: 1.9545e-04
Epoch 00028: loss did not improve from 0.00020
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9561e-04 - mean_squared_error: 1.9561e-04 - val_loss: 1.3756e-04 - val_mean_squared_error: 1.3756e-04
Epoch 29/500
2128/2139 [============================>.] - ETA: 0s - loss: 1.9502e-04 - mean_squared_error: 1.9502e-04
Epoch 00029: loss improved from 0.00020 to 0.00019, saving model to ./model_LSTM/23\29-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9489e-04 - mean_squared_error: 1.9489e-04 - val_loss: 1.4150e-04 - val_mean_squared_error: 1.4150e-04
Epoch 30/500
2138/2139 [============================>.] - ETA: 0s - loss: 1.9402e-04 - mean_squared_error: 1.9402e-04
Epoch 00030: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\30-0.0001.hdf5
2139/2139 [==============================] - 8s 4ms/step - loss: 1.9398e-04 - mean_squared_error: 1.9398e-04 - val_loss: 1.4411e-04 - val_mean_squared_error: 1.4411e-04
Epoch 31/500
2134/2139 [============================>.] - ETA: 0s - loss: 1.9367e-04 - mean_squared_error: 1.9367e-04
Epoch 00031: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\31-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9346e-04 - mean_squared_error: 1.9346e-04 - val_loss: 1.6872e-04 - val_mean_squared_error: 1.6872e-04
Epoch 32/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9324e-04 - mean_squared_error: 1.9324e-04
Epoch 00032: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\32-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9321e-04 - mean_squared_error: 1.9321e-04 - val_loss: 1.3820e-04 - val_mean_squared_error: 1.3820e-04
Epoch 33/500
2129/2139 [============================>.] - ETA: 0s - loss: 1.9232e-04 - mean_squared_error: 1.9232e-04
Epoch 00033: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\33-0.0002.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9237e-04 - mean_squared_error: 1.9237e-04 - val_loss: 1.7504e-04 - val_mean_squared_error: 1.7504e-04
Epoch 34/500
2138/2139 [============================>.] - ETA: 0s - loss: 1.9218e-04 - mean_squared_error: 1.9218e-04
Epoch 00034: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\34-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9227e-04 - mean_squared_error: 1.9227e-04 - val_loss: 1.4025e-04 - val_mean_squared_error: 1.4025e-04
Epoch 35/500
2126/2139 [============================>.] - ETA: 0s - loss: 1.9336e-04 - mean_squared_error: 1.9336e-04
Epoch 00035: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9327e-04 - mean_squared_error: 1.9327e-04 - val_loss: 1.4840e-04 - val_mean_squared_error: 1.4840e-04
Epoch 36/500
2132/2139 [============================>.] - ETA: 0s - loss: 1.9184e-04 - mean_squared_error: 1.9184e-04
Epoch 00036: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\36-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9163e-04 - mean_squared_error: 1.9163e-04 - val_loss: 1.3817e-04 - val_mean_squared_error: 1.3817e-04
Epoch 37/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.9127e-04 - mean_squared_error: 1.9127e-04
Epoch 00037: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\37-0.0001.hdf5
2139/2139 [==============================] - 10s 5ms/step - loss: 1.9123e-04 - mean_squared_error: 1.9123e-04 - val_loss: 1.3724e-04 - val_mean_squared_error: 1.3724e-04
Epoch 38/500
2128/2139 [============================>.] - ETA: 0s - loss: 1.9176e-04 - mean_squared_error: 1.9176e-04
Epoch 00038: loss did not improve from 0.00019
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9214e-04 - mean_squared_error: 1.9214e-04 - val_loss: 1.7344e-04 - val_mean_squared_error: 1.7344e-04
Epoch 39/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.9196e-04 - mean_squared_error: 1.9196e-04
Epoch 00039: loss did not improve from 0.00019
2139/2139 [==============================] - 15s 7ms/step - loss: 1.9206e-04 - mean_squared_error: 1.9206e-04 - val_loss: 1.3873e-04 - val_mean_squared_error: 1.3873e-04
Epoch 40/500
2134/2139 [============================>.] - ETA: 0s - loss: 1.9162e-04 - mean_squared_error: 1.9162e-04
Epoch 00040: loss did not improve from 0.00019
2139/2139 [==============================] - 13s 6ms/step - loss: 1.9149e-04 - mean_squared_error: 1.9149e-04 - val_loss: 1.5993e-04 - val_mean_squared_error: 1.5993e-04
Epoch 41/500
2128/2139 [============================>.] - ETA: 0s - loss: 1.9047e-04 - mean_squared_error: 1.9047e-04
Epoch 00041: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\41-0.0001.hdf5
2139/2139 [==============================] - 12s 5ms/step - loss: 1.9051e-04 - mean_squared_error: 1.9051e-04 - val_loss: 1.4909e-04 - val_mean_squared_error: 1.4909e-04
Epoch 42/500
2136/2139 [============================>.] - ETA: 0s - loss: 1.9033e-04 - mean_squared_error: 1.9033e-04
Epoch 00042: loss did not improve from 0.00019
2139/2139 [==============================] - 11s 5ms/step - loss: 1.9052e-04 - mean_squared_error: 1.9052e-04 - val_loss: 1.3906e-04 - val_mean_squared_error: 1.3906e-04
Epoch 43/500
2130/2139 [============================>.] - ETA: 0s - loss: 1.9181e-04 - mean_squared_error: 1.9181e-04
Epoch 00043: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.9174e-04 - mean_squared_error: 1.9174e-04 - val_loss: 1.3960e-04 - val_mean_squared_error: 1.3960e-04
Epoch 44/500
2131/2139 [============================>.] - ETA: 0s - loss: 1.8982e-04 - mean_squared_error: 1.8982e-04
Epoch 00044: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\44-0.0001.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8974e-04 - mean_squared_error: 1.8974e-04 - val_loss: 1.4231e-04 - val_mean_squared_error: 1.4231e-04
Epoch 45/500
2132/2139 [============================>.] - ETA: 0s - loss: 1.8948e-04 - mean_squared_error: 1.8948e-04
Epoch 00045: loss did not improve from 0.00019
2139/2139 [==============================] - 8s 4ms/step - loss: 1.8977e-04 - mean_squared_error: 1.8977e-04 - val_loss: 1.3840e-04 - val_mean_squared_error: 1.3840e-04
Epoch 46/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.8967e-04 - mean_squared_error: 1.8967e-04
Epoch 00046: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\46-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8956e-04 - mean_squared_error: 1.8956e-04 - val_loss: 1.5439e-04 - val_mean_squared_error: 1.5439e-04
Epoch 47/500
2137/2139 [============================>.] - ETA: 0s - loss: 1.9024e-04 - mean_squared_error: 1.9024e-04
Epoch 00047: loss did not improve from 0.00019
2139/2139 [==============================] - 10s 4ms/step - loss: 1.9027e-04 - mean_squared_error: 1.9027e-04 - val_loss: 1.5698e-04 - val_mean_squared_error: 1.5698e-04
Epoch 48/500
2133/2139 [============================>.] - ETA: 0s - loss: 1.8894e-04 - mean_squared_error: 1.8894e-04
Epoch 00048: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/23\48-0.0002.hdf5
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8893e-04 - mean_squared_error: 1.8893e-04 - val_loss: 1.5856e-04 - val_mean_squared_error: 1.5856e-04
Epoch 49/500
2139/2139 [==============================] - ETA: 0s - loss: 1.9013e-04 - mean_squared_error: 1.9013e-04
Epoch 00049: loss did not improve from 0.00019
2139/2139 [==============================] - 8s 4ms/step - loss: 1.9013e-04 - mean_squared_error: 1.9013e-04 - val_loss: 1.5185e-04 - val_mean_squared_error: 1.5185e-04
Epoch 50/500
2139/2139 [==============================] - ETA: 0s - loss: 1.8899e-04 - mean_squared_error: 1.8899e-04
Epoch 00050: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8899e-04 - mean_squared_error: 1.8899e-04 - val_loss: 1.6213e-04 - val_mean_squared_error: 1.6213e-04
Epoch 51/500
2138/2139 [============================>.] - ETA: 0s - loss: 1.8924e-04 - mean_squared_error: 1.8924e-04
Epoch 00051: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8924e-04 - mean_squared_error: 1.8924e-04 - val_loss: 1.3682e-04 - val_mean_squared_error: 1.3682e-04
Epoch 52/500
2133/2139 [============================>.] - ETA: 0s - loss: 1.8935e-04 - mean_squared_error: 1.8935e-04
Epoch 00052: loss did not improve from 0.00019
2139/2139 [==============================] - 10s 4ms/step - loss: 1.8927e-04 - mean_squared_error: 1.8927e-04 - val_loss: 1.3730e-04 - val_mean_squared_error: 1.3730e-04
Epoch 53/500
2139/2139 [==============================] - ETA: 0s - loss: 1.8952e-04 - mean_squared_error: 1.8952e-04
Epoch 00053: loss did not improve from 0.00019
2139/2139 [==============================] - 9s 4ms/step - loss: 1.8952e-04 - mean_squared_error: 1.8952e-04 - val_loss: 1.3591e-04 - val_mean_squared_error: 1.3591e-04
Epoch 00053: early stopping
Epoch 1/500
1392/1401 [============================>.] - ETA: 0s - loss: 3.0311e-05 - mean_squared_error: 3.0311e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/24\01-0.0001.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 3.0150e-05 - mean_squared_error: 3.0150e-05 - val_loss: 1.3155e-04 - val_mean_squared_error: 1.3155e-04
Epoch 2/500
1400/1401 [============================>.] - ETA: 0s - loss: 2.3730e-05 - mean_squared_error: 2.3730e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/24\02-0.0001.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 2.3718e-05 - mean_squared_error: 2.3718e-05 - val_loss: 1.1310e-04 - val_mean_squared_error: 1.1310e-04
Epoch 3/500
1394/1401 [============================>.] - ETA: 0s - loss: 2.2151e-05 - mean_squared_error: 2.2151e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\03-0.0001.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 2.2069e-05 - mean_squared_error: 2.2069e-05 - val_loss: 1.2468e-04 - val_mean_squared_error: 1.2468e-04
Epoch 4/500
1400/1401 [============================>.] - ETA: 0s - loss: 2.0899e-05 - mean_squared_error: 2.0899e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\04-0.0001.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 2.0888e-05 - mean_squared_error: 2.0888e-05 - val_loss: 1.3185e-04 - val_mean_squared_error: 1.3185e-04
Epoch 5/500
1398/1401 [============================>.] - ETA: 0s - loss: 2.1413e-05 - mean_squared_error: 2.1413e-05
Epoch 00005: loss did not improve from 0.00002
1401/1401 [==============================] - 8s 6ms/step - loss: 2.1418e-05 - mean_squared_error: 2.1418e-05 - val_loss: 1.1642e-04 - val_mean_squared_error: 1.1642e-04
Epoch 6/500
1401/1401 [==============================] - ETA: 0s - loss: 2.1143e-05 - mean_squared_error: 2.1143e-05
Epoch 00006: loss did not improve from 0.00002
1401/1401 [==============================] - 8s 5ms/step - loss: 2.1143e-05 - mean_squared_error: 2.1143e-05 - val_loss: 1.1209e-04 - val_mean_squared_error: 1.1209e-04
Epoch 7/500
1394/1401 [============================>.] - ETA: 0s - loss: 2.0649e-05 - mean_squared_error: 2.0649e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\07-0.0001.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 2.0559e-05 - mean_squared_error: 2.0559e-05 - val_loss: 1.0560e-04 - val_mean_squared_error: 1.0560e-04
Epoch 8/500
1392/1401 [============================>.] - ETA: 0s - loss: 2.1056e-05 - mean_squared_error: 2.1056e-05
Epoch 00008: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 2.1023e-05 - mean_squared_error: 2.1023e-05 - val_loss: 1.1298e-04 - val_mean_squared_error: 1.1298e-04
Epoch 9/500
1398/1401 [============================>.] - ETA: 0s - loss: 2.0634e-05 - mean_squared_error: 2.0634e-05
Epoch 00009: loss did not improve from 0.00002
1401/1401 [==============================] - 11s 8ms/step - loss: 2.0633e-05 - mean_squared_error: 2.0633e-05 - val_loss: 1.2519e-04 - val_mean_squared_error: 1.2519e-04
Epoch 10/500
1401/1401 [==============================] - ETA: 0s - loss: 1.9824e-05 - mean_squared_error: 1.9824e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/24\10-0.0001.hdf5
1401/1401 [==============================] - 11s 8ms/step - loss: 1.9824e-05 - mean_squared_error: 1.9824e-05 - val_loss: 1.0432e-04 - val_mean_squared_error: 1.0432e-04
Epoch 11/500
1392/1401 [============================>.] - ETA: 0s - loss: 2.2107e-05 - mean_squared_error: 2.2107e-05
Epoch 00011: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 2.2012e-05 - mean_squared_error: 2.2012e-05 - val_loss: 1.1152e-04 - val_mean_squared_error: 1.1152e-04
Epoch 12/500
1394/1401 [============================>.] - ETA: 0s - loss: 2.0651e-05 - mean_squared_error: 2.0651e-05
Epoch 00012: loss did not improve from 0.00002
1401/1401 [==============================] - 8s 6ms/step - loss: 2.0614e-05 - mean_squared_error: 2.0614e-05 - val_loss: 1.1349e-04 - val_mean_squared_error: 1.1349e-04
Epoch 13/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.9911e-05 - mean_squared_error: 1.9911e-05
Epoch 00013: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 1.9901e-05 - mean_squared_error: 1.9901e-05 - val_loss: 1.0935e-04 - val_mean_squared_error: 1.0935e-04
Epoch 14/500
1397/1401 [============================>.] - ETA: 0s - loss: 2.0162e-05 - mean_squared_error: 2.0162e-05
Epoch 00014: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 2.0111e-05 - mean_squared_error: 2.0111e-05 - val_loss: 1.0480e-04 - val_mean_squared_error: 1.0480e-04
Epoch 15/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.9967e-05 - mean_squared_error: 1.9967e-05
Epoch 00015: loss did not improve from 0.00002
1401/1401 [==============================] - 7s 5ms/step - loss: 1.9929e-05 - mean_squared_error: 1.9929e-05 - val_loss: 1.1539e-04 - val_mean_squared_error: 1.1539e-04
Epoch 00015: early stopping
Epoch 1/500
1181/1187 [============================>.] - ETA: 0s - loss: 2.1423e-04 - mean_squared_error: 2.1423e-04
Epoch 00001: loss improved from inf to 0.00021, saving model to ./model_LSTM/25\01-0.0001.hdf5
1187/1187 [==============================] - 7s 6ms/step - loss: 2.1354e-04 - mean_squared_error: 2.1354e-04 - val_loss: 5.8318e-05 - val_mean_squared_error: 5.8318e-05
Epoch 2/500
1185/1187 [============================>.] - ETA: 0s - loss: 4.2187e-05 - mean_squared_error: 4.2187e-05
Epoch 00002: loss improved from 0.00021 to 0.00004, saving model to ./model_LSTM/25\02-0.0000.hdf5
1187/1187 [==============================] - 7s 6ms/step - loss: 4.2139e-05 - mean_squared_error: 4.2139e-05 - val_loss: 1.8587e-05 - val_mean_squared_error: 1.8587e-05
Epoch 3/500
1179/1187 [============================>.] - ETA: 0s - loss: 3.9423e-05 - mean_squared_error: 3.9423e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/25\03-0.0000.hdf5
1187/1187 [==============================] - 7s 5ms/step - loss: 3.9504e-05 - mean_squared_error: 3.9504e-05 - val_loss: 2.1224e-05 - val_mean_squared_error: 2.1224e-05
Epoch 4/500
1184/1187 [============================>.] - ETA: 0s - loss: 3.9617e-05 - mean_squared_error: 3.9617e-05
Epoch 00004: loss did not improve from 0.00004
1187/1187 [==============================] - 7s 6ms/step - loss: 3.9908e-05 - mean_squared_error: 3.9908e-05 - val_loss: 1.9206e-05 - val_mean_squared_error: 1.9206e-05
Epoch 5/500
1181/1187 [============================>.] - ETA: 0s - loss: 3.7708e-05 - mean_squared_error: 3.7708e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/25\05-0.0000.hdf5
1187/1187 [==============================] - 8s 7ms/step - loss: 3.7577e-05 - mean_squared_error: 3.7577e-05 - val_loss: 1.3306e-05 - val_mean_squared_error: 1.3306e-05
Epoch 6/500
1178/1187 [============================>.] - ETA: 0s - loss: 4.0223e-05 - mean_squared_error: 4.0223e-05
Epoch 00006: loss did not improve from 0.00004
1187/1187 [==============================] - 8s 7ms/step - loss: 3.9949e-05 - mean_squared_error: 3.9949e-05 - val_loss: 1.6539e-05 - val_mean_squared_error: 1.6539e-05
Epoch 7/500
1183/1187 [============================>.] - ETA: 0s - loss: 3.9303e-05 - mean_squared_error: 3.9303e-05
Epoch 00007: loss did not improve from 0.00004
1187/1187 [==============================] - 8s 7ms/step - loss: 3.9197e-05 - mean_squared_error: 3.9197e-05 - val_loss: 1.4856e-05 - val_mean_squared_error: 1.4856e-05
Epoch 8/500
1182/1187 [============================>.] - ETA: 0s - loss: 3.8512e-05 - mean_squared_error: 3.8512e-05
Epoch 00008: loss did not improve from 0.00004
1187/1187 [==============================] - 8s 7ms/step - loss: 3.8380e-05 - mean_squared_error: 3.8380e-05 - val_loss: 1.3324e-05 - val_mean_squared_error: 1.3324e-05
Epoch 9/500
1187/1187 [==============================] - ETA: 0s - loss: 3.9010e-05 - mean_squared_error: 3.9010e-05
Epoch 00009: loss did not improve from 0.00004
1187/1187 [==============================] - 7s 6ms/step - loss: 3.9010e-05 - mean_squared_error: 3.9010e-05 - val_loss: 1.4058e-05 - val_mean_squared_error: 1.4058e-05
Epoch 10/500
1179/1187 [============================>.] - ETA: 0s - loss: 3.7302e-05 - mean_squared_error: 3.7302e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/25\10-0.0000.hdf5
1187/1187 [==============================] - 7s 6ms/step - loss: 3.7092e-05 - mean_squared_error: 3.7092e-05 - val_loss: 1.2879e-05 - val_mean_squared_error: 1.2879e-05
Epoch 11/500
1185/1187 [============================>.] - ETA: 0s - loss: 3.7279e-05 - mean_squared_error: 3.7279e-05
Epoch 00011: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.7239e-05 - mean_squared_error: 3.7239e-05 - val_loss: 1.3444e-05 - val_mean_squared_error: 1.3444e-05
Epoch 12/500
1183/1187 [============================>.] - ETA: 0s - loss: 3.7865e-05 - mean_squared_error: 3.7865e-05
Epoch 00012: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.7764e-05 - mean_squared_error: 3.7764e-05 - val_loss: 1.2657e-05 - val_mean_squared_error: 1.2657e-05
Epoch 13/500
1175/1187 [============================>.] - ETA: 0s - loss: 3.8481e-05 - mean_squared_error: 3.8481e-05
Epoch 00013: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.8142e-05 - mean_squared_error: 3.8142e-05 - val_loss: 1.7591e-05 - val_mean_squared_error: 1.7591e-05
Epoch 14/500
1179/1187 [============================>.] - ETA: 0s - loss: 3.7658e-05 - mean_squared_error: 3.7658e-05
Epoch 00014: loss did not improve from 0.00004
1187/1187 [==============================] - 5s 5ms/step - loss: 3.7435e-05 - mean_squared_error: 3.7435e-05 - val_loss: 1.2805e-05 - val_mean_squared_error: 1.2805e-05
Epoch 15/500
1178/1187 [============================>.] - ETA: 0s - loss: 3.8928e-05 - mean_squared_error: 3.8928e-05
Epoch 00015: loss did not improve from 0.00004
1187/1187 [==============================] - 6s 5ms/step - loss: 3.8700e-05 - mean_squared_error: 3.8700e-05 - val_loss: 1.2330e-05 - val_mean_squared_error: 1.2330e-05
Epoch 00015: early stopping
Epoch 1/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.6283e-05 - mean_squared_error: 1.6283e-05
Epoch 00001: loss improved from inf to 0.00002, saving model to ./model_LSTM/26\01-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.6266e-05 - mean_squared_error: 1.6266e-05 - val_loss: 2.5667e-06 - val_mean_squared_error: 2.5667e-06
Epoch 2/500
2195/2203 [============================>.] - ETA: 0s - loss: 1.3798e-05 - mean_squared_error: 1.3798e-05
Epoch 00002: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/26\02-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.3782e-05 - mean_squared_error: 1.3782e-05 - val_loss: 2.9316e-06 - val_mean_squared_error: 2.9316e-06
Epoch 3/500
2203/2203 [==============================] - ETA: 0s - loss: 1.3549e-05 - mean_squared_error: 1.3549e-05
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\03-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.3549e-05 - mean_squared_error: 1.3549e-05 - val_loss: 1.8185e-06 - val_mean_squared_error: 1.8185e-06
Epoch 4/500
2203/2203 [==============================] - ETA: 0s - loss: 1.3121e-05 - mean_squared_error: 1.3121e-05
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\04-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.3121e-05 - mean_squared_error: 1.3121e-05 - val_loss: 1.8551e-06 - val_mean_squared_error: 1.8551e-06
Epoch 5/500
2203/2203 [==============================] - ETA: 0s - loss: 1.2935e-05 - mean_squared_error: 1.2935e-05
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\05-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 1.2935e-05 - mean_squared_error: 1.2935e-05 - val_loss: 2.5016e-06 - val_mean_squared_error: 2.5016e-06
Epoch 6/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.2497e-05 - mean_squared_error: 1.2497e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\06-0.0000.hdf5
2203/2203 [==============================] - 12s 6ms/step - loss: 1.2474e-05 - mean_squared_error: 1.2474e-05 - val_loss: 2.0194e-06 - val_mean_squared_error: 2.0194e-06
Epoch 7/500
2199/2203 [============================>.] - ETA: 0s - loss: 1.2481e-05 - mean_squared_error: 1.2481e-05
Epoch 00007: loss did not improve from 0.00001
2203/2203 [==============================] - 14s 6ms/step - loss: 1.2495e-05 - mean_squared_error: 1.2495e-05 - val_loss: 2.3871e-06 - val_mean_squared_error: 2.3871e-06
Epoch 8/500
2202/2203 [============================>.] - ETA: 0s - loss: 1.2057e-05 - mean_squared_error: 1.2057e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\08-0.0000.hdf5
2203/2203 [==============================] - 15s 7ms/step - loss: 1.2054e-05 - mean_squared_error: 1.2054e-05 - val_loss: 1.9581e-06 - val_mean_squared_error: 1.9581e-06
Epoch 9/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.2470e-05 - mean_squared_error: 1.2470e-05
Epoch 00009: loss did not improve from 0.00001
2203/2203 [==============================] - 13s 6ms/step - loss: 1.2447e-05 - mean_squared_error: 1.2447e-05 - val_loss: 2.1427e-06 - val_mean_squared_error: 2.1427e-06
Epoch 10/500
2192/2203 [============================>.] - ETA: 0s - loss: 1.1952e-05 - mean_squared_error: 1.1952e-05
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\10-0.0000.hdf5
2203/2203 [==============================] - 12s 6ms/step - loss: 1.1902e-05 - mean_squared_error: 1.1902e-05 - val_loss: 1.9542e-06 - val_mean_squared_error: 1.9542e-06
Epoch 11/500
2202/2203 [============================>.] - ETA: 0s - loss: 1.2083e-05 - mean_squared_error: 1.2083e-05
Epoch 00011: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.2080e-05 - mean_squared_error: 1.2080e-05 - val_loss: 6.3173e-06 - val_mean_squared_error: 6.3173e-06
Epoch 12/500
2203/2203 [==============================] - ETA: 0s - loss: 1.1827e-05 - mean_squared_error: 1.1827e-05
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\12-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1827e-05 - mean_squared_error: 1.1827e-05 - val_loss: 2.5413e-06 - val_mean_squared_error: 2.5413e-06
Epoch 13/500
2196/2203 [============================>.] - ETA: 0s - loss: 1.1897e-05 - mean_squared_error: 1.1897e-05
Epoch 00013: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1941e-05 - mean_squared_error: 1.1941e-05 - val_loss: 2.0203e-06 - val_mean_squared_error: 2.0203e-06
Epoch 14/500
2203/2203 [==============================] - ETA: 0s - loss: 1.2202e-05 - mean_squared_error: 1.2202e-05
Epoch 00014: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.2202e-05 - mean_squared_error: 1.2202e-05 - val_loss: 2.0905e-06 - val_mean_squared_error: 2.0905e-06
Epoch 15/500
2194/2203 [============================>.] - ETA: 0s - loss: 1.1350e-05 - mean_squared_error: 1.1350e-05
Epoch 00015: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\15-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1343e-05 - mean_squared_error: 1.1343e-05 - val_loss: 4.9253e-06 - val_mean_squared_error: 4.9253e-06
Epoch 16/500
2195/2203 [============================>.] - ETA: 0s - loss: 1.1451e-05 - mean_squared_error: 1.1451e-05
Epoch 00016: loss did not improve from 0.00001
2203/2203 [==============================] - 11s 5ms/step - loss: 1.1506e-05 - mean_squared_error: 1.1506e-05 - val_loss: 2.0889e-06 - val_mean_squared_error: 2.0889e-06
Epoch 17/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.1062e-05 - mean_squared_error: 1.1062e-05
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/26\17-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 1.1042e-05 - mean_squared_error: 1.1042e-05 - val_loss: 1.8100e-06 - val_mean_squared_error: 1.8100e-06
Epoch 18/500
2201/2203 [============================>.] - ETA: 0s - loss: 1.1464e-05 - mean_squared_error: 1.1464e-05
Epoch 00018: loss did not improve from 0.00001
2203/2203 [==============================] - 12s 6ms/step - loss: 1.1474e-05 - mean_squared_error: 1.1474e-05 - val_loss: 2.4837e-06 - val_mean_squared_error: 2.4837e-06
Epoch 19/500
2195/2203 [============================>.] - ETA: 0s - loss: 1.1615e-05 - mean_squared_error: 1.1615e-05
Epoch 00019: loss did not improve from 0.00001
2203/2203 [==============================] - 15s 7ms/step - loss: 1.1609e-05 - mean_squared_error: 1.1609e-05 - val_loss: 1.7933e-06 - val_mean_squared_error: 1.7933e-06
Epoch 20/500
2201/2203 [============================>.] - ETA: 0s - loss: 1.1171e-05 - mean_squared_error: 1.1171e-05
Epoch 00020: loss did not improve from 0.00001
2203/2203 [==============================] - 15s 7ms/step - loss: 1.1165e-05 - mean_squared_error: 1.1165e-05 - val_loss: 1.9819e-06 - val_mean_squared_error: 1.9819e-06
Epoch 21/500
2198/2203 [============================>.] - ETA: 0s - loss: 1.1508e-05 - mean_squared_error: 1.1508e-05
Epoch 00021: loss did not improve from 0.00001
2203/2203 [==============================] - 16s 7ms/step - loss: 1.1493e-05 - mean_squared_error: 1.1493e-05 - val_loss: 1.9010e-06 - val_mean_squared_error: 1.9010e-06
Epoch 22/500
2193/2203 [============================>.] - ETA: 0s - loss: 1.1237e-05 - mean_squared_error: 1.1237e-05
Epoch 00022: loss did not improve from 0.00001
2203/2203 [==============================] - 12s 6ms/step - loss: 1.1198e-05 - mean_squared_error: 1.1198e-05 - val_loss: 1.8666e-06 - val_mean_squared_error: 1.8666e-06
Epoch 00022: early stopping
Epoch 1/500
1999/2009 [============================>.] - ETA: 0s - loss: 2.6950e-05 - mean_squared_error: 2.6950e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/27\01-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 2.6849e-05 - mean_squared_error: 2.6849e-05 - val_loss: 3.6076e-06 - val_mean_squared_error: 3.6076e-06
Epoch 2/500
2005/2009 [============================>.] - ETA: 0s - loss: 2.1720e-05 - mean_squared_error: 2.1720e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/27\02-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.1686e-05 - mean_squared_error: 2.1686e-05 - val_loss: 4.5290e-06 - val_mean_squared_error: 4.5290e-06
Epoch 3/500
2000/2009 [============================>.] - ETA: 0s - loss: 2.1451e-05 - mean_squared_error: 2.1451e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\03-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.1532e-05 - mean_squared_error: 2.1532e-05 - val_loss: 4.8350e-06 - val_mean_squared_error: 4.8350e-06
Epoch 4/500
2003/2009 [============================>.] - ETA: 0s - loss: 2.0595e-05 - mean_squared_error: 2.0595e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\04-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.0566e-05 - mean_squared_error: 2.0566e-05 - val_loss: 3.2690e-06 - val_mean_squared_error: 3.2690e-06
Epoch 5/500
2006/2009 [============================>.] - ETA: 0s - loss: 2.1129e-05 - mean_squared_error: 2.1129e-05
Epoch 00005: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 5ms/step - loss: 2.1238e-05 - mean_squared_error: 2.1238e-05 - val_loss: 2.8613e-06 - val_mean_squared_error: 2.8613e-06
Epoch 6/500
2001/2009 [============================>.] - ETA: 0s - loss: 2.0752e-05 - mean_squared_error: 2.0752e-05
Epoch 00006: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 2.0714e-05 - mean_squared_error: 2.0714e-05 - val_loss: 5.5969e-06 - val_mean_squared_error: 5.5969e-06
Epoch 7/500
1999/2009 [============================>.] - ETA: 0s - loss: 2.0178e-05 - mean_squared_error: 2.0178e-05
Epoch 00007: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\07-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 2.0148e-05 - mean_squared_error: 2.0148e-05 - val_loss: 3.3865e-06 - val_mean_squared_error: 3.3865e-06
Epoch 8/500
2007/2009 [============================>.] - ETA: 0s - loss: 1.9957e-05 - mean_squared_error: 1.9957e-05
Epoch 00008: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\08-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 1.9941e-05 - mean_squared_error: 1.9941e-05 - val_loss: 2.6883e-06 - val_mean_squared_error: 2.6883e-06
Epoch 9/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.9566e-05 - mean_squared_error: 1.9566e-05
Epoch 00009: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\09-0.0000.hdf5
2009/2009 [==============================] - 11s 6ms/step - loss: 1.9528e-05 - mean_squared_error: 1.9528e-05 - val_loss: 3.5265e-06 - val_mean_squared_error: 3.5265e-06
Epoch 10/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.9685e-05 - mean_squared_error: 1.9685e-05
Epoch 00010: loss did not improve from 0.00002
2009/2009 [==============================] - 12s 6ms/step - loss: 1.9634e-05 - mean_squared_error: 1.9634e-05 - val_loss: 2.7987e-06 - val_mean_squared_error: 2.7987e-06
Epoch 11/500
2006/2009 [============================>.] - ETA: 0s - loss: 1.9573e-05 - mean_squared_error: 1.9573e-05
Epoch 00011: loss did not improve from 0.00002
2009/2009 [==============================] - 13s 6ms/step - loss: 1.9556e-05 - mean_squared_error: 1.9556e-05 - val_loss: 3.1638e-06 - val_mean_squared_error: 3.1638e-06
Epoch 12/500
2009/2009 [==============================] - ETA: 0s - loss: 1.9718e-05 - mean_squared_error: 1.9718e-05
Epoch 00012: loss did not improve from 0.00002
2009/2009 [==============================] - 12s 6ms/step - loss: 1.9718e-05 - mean_squared_error: 1.9718e-05 - val_loss: 4.1975e-06 - val_mean_squared_error: 4.1975e-06
Epoch 13/500
2005/2009 [============================>.] - ETA: 0s - loss: 1.9023e-05 - mean_squared_error: 1.9023e-05
Epoch 00013: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\13-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 1.8991e-05 - mean_squared_error: 1.8991e-05 - val_loss: 2.8332e-06 - val_mean_squared_error: 2.8332e-06
Epoch 14/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.9863e-05 - mean_squared_error: 1.9863e-05
Epoch 00014: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.9836e-05 - mean_squared_error: 1.9836e-05 - val_loss: 2.7828e-06 - val_mean_squared_error: 2.7828e-06
Epoch 15/500
1997/2009 [============================>.] - ETA: 0s - loss: 1.8966e-05 - mean_squared_error: 1.8966e-05
Epoch 00015: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\15-0.0000.hdf5
2009/2009 [==============================] - 9s 5ms/step - loss: 1.8925e-05 - mean_squared_error: 1.8925e-05 - val_loss: 2.7951e-06 - val_mean_squared_error: 2.7951e-06
Epoch 16/500
2009/2009 [==============================] - ETA: 0s - loss: 1.8990e-05 - mean_squared_error: 1.8990e-05
Epoch 00016: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8990e-05 - mean_squared_error: 1.8990e-05 - val_loss: 2.8782e-06 - val_mean_squared_error: 2.8782e-06
Epoch 17/500
2002/2009 [============================>.] - ETA: 0s - loss: 1.9013e-05 - mean_squared_error: 1.9013e-05
Epoch 00017: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8981e-05 - mean_squared_error: 1.8981e-05 - val_loss: 3.0080e-06 - val_mean_squared_error: 3.0080e-06
Epoch 18/500
2008/2009 [============================>.] - ETA: 0s - loss: 1.9054e-05 - mean_squared_error: 1.9054e-05
Epoch 00018: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.9102e-05 - mean_squared_error: 1.9102e-05 - val_loss: 6.6999e-06 - val_mean_squared_error: 6.6999e-06
Epoch 19/500
2007/2009 [============================>.] - ETA: 0s - loss: 1.8400e-05 - mean_squared_error: 1.8400e-05
Epoch 00019: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\19-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8402e-05 - mean_squared_error: 1.8402e-05 - val_loss: 3.4522e-06 - val_mean_squared_error: 3.4522e-06
Epoch 20/500
1998/2009 [============================>.] - ETA: 0s - loss: 1.8488e-05 - mean_squared_error: 1.8488e-05
Epoch 00020: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8597e-05 - mean_squared_error: 1.8597e-05 - val_loss: 4.0154e-06 - val_mean_squared_error: 4.0154e-06
Epoch 21/500
1999/2009 [============================>.] - ETA: 0s - loss: 1.8323e-05 - mean_squared_error: 1.8323e-05
Epoch 00021: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\21-0.0000.hdf5
2009/2009 [==============================] - 10s 5ms/step - loss: 1.8382e-05 - mean_squared_error: 1.8382e-05 - val_loss: 3.4697e-06 - val_mean_squared_error: 3.4697e-06
Epoch 22/500
2003/2009 [============================>.] - ETA: 0s - loss: 1.8229e-05 - mean_squared_error: 1.8229e-05
Epoch 00022: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\22-0.0000.hdf5
2009/2009 [==============================] - 11s 5ms/step - loss: 1.8198e-05 - mean_squared_error: 1.8198e-05 - val_loss: 2.8845e-06 - val_mean_squared_error: 2.8845e-06
Epoch 23/500
2004/2009 [============================>.] - ETA: 0s - loss: 1.8974e-05 - mean_squared_error: 1.8974e-05
Epoch 00023: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 6ms/step - loss: 1.8950e-05 - mean_squared_error: 1.8950e-05 - val_loss: 3.5423e-06 - val_mean_squared_error: 3.5423e-06
Epoch 24/500
2002/2009 [============================>.] - ETA: 0s - loss: 1.7843e-05 - mean_squared_error: 1.7843e-05
Epoch 00024: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/27\24-0.0000.hdf5
2009/2009 [==============================] - 12s 6ms/step - loss: 1.7813e-05 - mean_squared_error: 1.7813e-05 - val_loss: 3.0659e-06 - val_mean_squared_error: 3.0659e-06
Epoch 25/500
2001/2009 [============================>.] - ETA: 0s - loss: 1.8032e-05 - mean_squared_error: 1.8032e-05
Epoch 00025: loss did not improve from 0.00002
2009/2009 [==============================] - 13s 6ms/step - loss: 1.8058e-05 - mean_squared_error: 1.8058e-05 - val_loss: 3.2789e-06 - val_mean_squared_error: 3.2789e-06
Epoch 26/500
2005/2009 [============================>.] - ETA: 0s - loss: 1.7970e-05 - mean_squared_error: 1.7970e-05
Epoch 00026: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 6ms/step - loss: 1.7941e-05 - mean_squared_error: 1.7941e-05 - val_loss: 2.7931e-06 - val_mean_squared_error: 2.7931e-06
Epoch 27/500
2004/2009 [============================>.] - ETA: 0s - loss: 1.8168e-05 - mean_squared_error: 1.8168e-05
Epoch 00027: loss did not improve from 0.00002
2009/2009 [==============================] - 11s 5ms/step - loss: 1.8130e-05 - mean_squared_error: 1.8130e-05 - val_loss: 2.9653e-06 - val_mean_squared_error: 2.9653e-06
Epoch 28/500
2005/2009 [============================>.] - ETA: 0s - loss: 1.7936e-05 - mean_squared_error: 1.7936e-05
Epoch 00028: loss did not improve from 0.00002
2009/2009 [==============================] - 10s 5ms/step - loss: 1.7961e-05 - mean_squared_error: 1.7961e-05 - val_loss: 6.1287e-06 - val_mean_squared_error: 6.1287e-06
Epoch 29/500
2006/2009 [============================>.] - ETA: 0s - loss: 1.7895e-05 - mean_squared_error: 1.7895e-05
Epoch 00029: loss did not improve from 0.00002
2009/2009 [==============================] - 9s 5ms/step - loss: 1.7891e-05 - mean_squared_error: 1.7891e-05 - val_loss: 2.9903e-06 - val_mean_squared_error: 2.9903e-06
Epoch 00029: early stopping
Epoch 1/500
2233/2239 [============================>.] - ETA: 0s - loss: 9.5913e-06 - mean_squared_error: 9.5913e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/28\01-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 9.5853e-06 - mean_squared_error: 9.5853e-06 - val_loss: 3.1624e-06 - val_mean_squared_error: 3.1624e-06
Epoch 2/500
2237/2239 [============================>.] - ETA: 0s - loss: 1.0209e-05 - mean_squared_error: 1.0209e-05
Epoch 00002: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 1.0206e-05 - mean_squared_error: 1.0206e-05 - val_loss: 4.4479e-06 - val_mean_squared_error: 4.4479e-06
Epoch 3/500
2235/2239 [============================>.] - ETA: 0s - loss: 8.0181e-06 - mean_squared_error: 8.0181e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\03-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 8.0218e-06 - mean_squared_error: 8.0218e-06 - val_loss: 6.3179e-06 - val_mean_squared_error: 6.3179e-06
Epoch 4/500
2239/2239 [==============================] - ETA: 0s - loss: 8.0591e-06 - mean_squared_error: 8.0591e-06
Epoch 00004: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 8.0591e-06 - mean_squared_error: 8.0591e-06 - val_loss: 3.1688e-06 - val_mean_squared_error: 3.1688e-06
Epoch 5/500
2231/2239 [============================>.] - ETA: 0s - loss: 7.9930e-06 - mean_squared_error: 7.9930e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\05-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 7.9762e-06 - mean_squared_error: 7.9762e-06 - val_loss: 2.5672e-06 - val_mean_squared_error: 2.5672e-06
Epoch 6/500
2235/2239 [============================>.] - ETA: 0s - loss: 7.7241e-06 - mean_squared_error: 7.7241e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\06-0.0000.hdf5
2239/2239 [==============================] - 12s 6ms/step - loss: 7.7159e-06 - mean_squared_error: 7.7159e-06 - val_loss: 2.8110e-06 - val_mean_squared_error: 2.8110e-06
Epoch 7/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.7916e-06 - mean_squared_error: 7.7916e-06
Epoch 00007: loss did not improve from 0.00001
2239/2239 [==============================] - 13s 6ms/step - loss: 7.7784e-06 - mean_squared_error: 7.7784e-06 - val_loss: 2.4496e-06 - val_mean_squared_error: 2.4496e-06
Epoch 8/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.8552e-06 - mean_squared_error: 7.8552e-06
Epoch 00008: loss did not improve from 0.00001
2239/2239 [==============================] - 16s 7ms/step - loss: 7.8446e-06 - mean_squared_error: 7.8446e-06 - val_loss: 2.6699e-06 - val_mean_squared_error: 2.6699e-06
Epoch 9/500
2230/2239 [============================>.] - ETA: 0s - loss: 7.8310e-06 - mean_squared_error: 7.8310e-06
Epoch 00009: loss did not improve from 0.00001
2239/2239 [==============================] - 15s 6ms/step - loss: 7.8119e-06 - mean_squared_error: 7.8119e-06 - val_loss: 2.4760e-06 - val_mean_squared_error: 2.4760e-06
Epoch 10/500
2231/2239 [============================>.] - ETA: 0s - loss: 7.6230e-06 - mean_squared_error: 7.6230e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\10-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 7.6100e-06 - mean_squared_error: 7.6100e-06 - val_loss: 3.2491e-06 - val_mean_squared_error: 3.2491e-06
Epoch 11/500
2232/2239 [============================>.] - ETA: 0s - loss: 7.6029e-06 - mean_squared_error: 7.6029e-06
Epoch 00011: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.6174e-06 - mean_squared_error: 7.6174e-06 - val_loss: 4.5854e-06 - val_mean_squared_error: 4.5854e-06
Epoch 12/500
2239/2239 [==============================] - ETA: 0s - loss: 7.8085e-06 - mean_squared_error: 7.8085e-06
Epoch 00012: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.8085e-06 - mean_squared_error: 7.8085e-06 - val_loss: 2.5793e-06 - val_mean_squared_error: 2.5793e-06
Epoch 13/500
2229/2239 [============================>.] - ETA: 0s - loss: 7.4705e-06 - mean_squared_error: 7.4705e-06
Epoch 00013: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\13-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 7.4495e-06 - mean_squared_error: 7.4495e-06 - val_loss: 2.7707e-06 - val_mean_squared_error: 2.7707e-06
Epoch 14/500
2238/2239 [============================>.] - ETA: 0s - loss: 7.7023e-06 - mean_squared_error: 7.7023e-06
Epoch 00014: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.6994e-06 - mean_squared_error: 7.6994e-06 - val_loss: 2.6090e-06 - val_mean_squared_error: 2.6090e-06
Epoch 15/500
2238/2239 [============================>.] - ETA: 0s - loss: 7.5496e-06 - mean_squared_error: 7.5496e-06
Epoch 00015: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.5479e-06 - mean_squared_error: 7.5479e-06 - val_loss: 2.5442e-06 - val_mean_squared_error: 2.5442e-06
Epoch 16/500
2233/2239 [============================>.] - ETA: 0s - loss: 7.8179e-06 - mean_squared_error: 7.8179e-06
Epoch 00016: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.8260e-06 - mean_squared_error: 7.8260e-06 - val_loss: 2.4254e-06 - val_mean_squared_error: 2.4254e-06
Epoch 17/500
2235/2239 [============================>.] - ETA: 0s - loss: 7.4258e-06 - mean_squared_error: 7.4258e-06
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\17-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 7.4152e-06 - mean_squared_error: 7.4152e-06 - val_loss: 2.6178e-06 - val_mean_squared_error: 2.6178e-06
Epoch 18/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.4242e-06 - mean_squared_error: 7.4242e-06
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\18-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 7.4135e-06 - mean_squared_error: 7.4135e-06 - val_loss: 2.6407e-06 - val_mean_squared_error: 2.6407e-06
Epoch 19/500
2237/2239 [============================>.] - ETA: 0s - loss: 7.4160e-06 - mean_squared_error: 7.4160e-06
Epoch 00019: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\19-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 7.4129e-06 - mean_squared_error: 7.4129e-06 - val_loss: 6.6264e-06 - val_mean_squared_error: 6.6264e-06
Epoch 20/500
2236/2239 [============================>.] - ETA: 0s - loss: 8.1912e-06 - mean_squared_error: 8.1912e-06
Epoch 00020: loss did not improve from 0.00001
2239/2239 [==============================] - 13s 6ms/step - loss: 8.1821e-06 - mean_squared_error: 8.1821e-06 - val_loss: 2.7031e-06 - val_mean_squared_error: 2.7031e-06
Epoch 21/500
2237/2239 [============================>.] - ETA: 0s - loss: 7.4765e-06 - mean_squared_error: 7.4765e-06
Epoch 00021: loss did not improve from 0.00001
2239/2239 [==============================] - 14s 6ms/step - loss: 7.4725e-06 - mean_squared_error: 7.4725e-06 - val_loss: 2.5957e-06 - val_mean_squared_error: 2.5957e-06
Epoch 22/500
2238/2239 [============================>.] - ETA: 0s - loss: 7.0870e-06 - mean_squared_error: 7.0870e-06
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/28\22-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 7.1001e-06 - mean_squared_error: 7.1001e-06 - val_loss: 4.2075e-06 - val_mean_squared_error: 4.2075e-06
Epoch 23/500
2233/2239 [============================>.] - ETA: 0s - loss: 7.5759e-06 - mean_squared_error: 7.5759e-06
Epoch 00023: loss did not improve from 0.00001
2239/2239 [==============================] - 12s 5ms/step - loss: 7.5849e-06 - mean_squared_error: 7.5849e-06 - val_loss: 9.3289e-06 - val_mean_squared_error: 9.3289e-06
Epoch 24/500
2229/2239 [============================>.] - ETA: 0s - loss: 7.1866e-06 - mean_squared_error: 7.1866e-06
Epoch 00024: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.2146e-06 - mean_squared_error: 7.2146e-06 - val_loss: 2.7223e-06 - val_mean_squared_error: 2.7223e-06
Epoch 25/500
2233/2239 [============================>.] - ETA: 0s - loss: 7.3558e-06 - mean_squared_error: 7.3558e-06
Epoch 00025: loss did not improve from 0.00001
2239/2239 [==============================] - 10s 5ms/step - loss: 7.3506e-06 - mean_squared_error: 7.3506e-06 - val_loss: 4.9002e-06 - val_mean_squared_error: 4.9002e-06
Epoch 26/500
2239/2239 [==============================] - ETA: 0s - loss: 7.2572e-06 - mean_squared_error: 7.2572e-06
Epoch 00026: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.2572e-06 - mean_squared_error: 7.2572e-06 - val_loss: 3.3929e-06 - val_mean_squared_error: 3.3929e-06
Epoch 27/500
2234/2239 [============================>.] - ETA: 0s - loss: 7.1923e-06 - mean_squared_error: 7.1923e-06
Epoch 00027: loss did not improve from 0.00001
2239/2239 [==============================] - 11s 5ms/step - loss: 7.1880e-06 - mean_squared_error: 7.1880e-06 - val_loss: 2.5892e-06 - val_mean_squared_error: 2.5892e-06
Epoch 00027: early stopping
Epoch 1/500
2169/2172 [============================>.] - ETA: 0s - loss: 4.8643e-05 - mean_squared_error: 4.8643e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/29\01-0.0000.hdf5
2172/2172 [==============================] - 12s 5ms/step - loss: 4.8622e-05 - mean_squared_error: 4.8622e-05 - val_loss: 4.0205e-05 - val_mean_squared_error: 4.0205e-05
Epoch 2/500
2163/2172 [============================>.] - ETA: 0s - loss: 4.5077e-05 - mean_squared_error: 4.5077e-05
Epoch 00002: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/29\02-0.0000.hdf5
2172/2172 [==============================] - 11s 5ms/step - loss: 4.5070e-05 - mean_squared_error: 4.5070e-05 - val_loss: 3.0820e-05 - val_mean_squared_error: 3.0820e-05
Epoch 3/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.3362e-05 - mean_squared_error: 4.3362e-05
Epoch 00003: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/29\03-0.0000.hdf5
2172/2172 [==============================] - 11s 5ms/step - loss: 4.3385e-05 - mean_squared_error: 4.3385e-05 - val_loss: 3.6612e-05 - val_mean_squared_error: 3.6612e-05
Epoch 4/500
2172/2172 [==============================] - ETA: 0s - loss: 4.3067e-05 - mean_squared_error: 4.3067e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\04-0.0000.hdf5
2172/2172 [==============================] - 12s 5ms/step - loss: 4.3067e-05 - mean_squared_error: 4.3067e-05 - val_loss: 2.8683e-05 - val_mean_squared_error: 2.8683e-05
Epoch 5/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.2121e-05 - mean_squared_error: 4.2121e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\05-0.0000.hdf5
2172/2172 [==============================] - 14s 6ms/step - loss: 4.2124e-05 - mean_squared_error: 4.2124e-05 - val_loss: 2.8097e-05 - val_mean_squared_error: 2.8097e-05
Epoch 6/500
2169/2172 [============================>.] - ETA: 0s - loss: 4.2139e-05 - mean_squared_error: 4.2139e-05
Epoch 00006: loss did not improve from 0.00004
2172/2172 [==============================] - 14s 6ms/step - loss: 4.2132e-05 - mean_squared_error: 4.2132e-05 - val_loss: 2.9374e-05 - val_mean_squared_error: 2.9374e-05
Epoch 7/500
2172/2172 [==============================] - ETA: 0s - loss: 4.1683e-05 - mean_squared_error: 4.1683e-05
Epoch 00007: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\07-0.0000.hdf5
2172/2172 [==============================] - 14s 6ms/step - loss: 4.1683e-05 - mean_squared_error: 4.1683e-05 - val_loss: 2.9605e-05 - val_mean_squared_error: 2.9605e-05
Epoch 8/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.1871e-05 - mean_squared_error: 4.1871e-05
Epoch 00008: loss did not improve from 0.00004
2172/2172 [==============================] - 12s 6ms/step - loss: 4.1856e-05 - mean_squared_error: 4.1856e-05 - val_loss: 2.8723e-05 - val_mean_squared_error: 2.8723e-05
Epoch 9/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.1947e-05 - mean_squared_error: 4.1947e-05
Epoch 00009: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.1932e-05 - mean_squared_error: 4.1932e-05 - val_loss: 2.7654e-05 - val_mean_squared_error: 2.7654e-05
Epoch 10/500
2162/2172 [============================>.] - ETA: 0s - loss: 4.1327e-05 - mean_squared_error: 4.1327e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\10-0.0000.hdf5
2172/2172 [==============================] - 10s 5ms/step - loss: 4.1330e-05 - mean_squared_error: 4.1330e-05 - val_loss: 2.7891e-05 - val_mean_squared_error: 2.7891e-05
Epoch 11/500
2170/2172 [============================>.] - ETA: 0s - loss: 4.1078e-05 - mean_squared_error: 4.1078e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\11-0.0000.hdf5
2172/2172 [==============================] - 10s 5ms/step - loss: 4.1070e-05 - mean_squared_error: 4.1070e-05 - val_loss: 2.9634e-05 - val_mean_squared_error: 2.9634e-05
Epoch 12/500
2166/2172 [============================>.] - ETA: 0s - loss: 4.1185e-05 - mean_squared_error: 4.1185e-05
Epoch 00012: loss did not improve from 0.00004
2172/2172 [==============================] - 10s 5ms/step - loss: 4.1159e-05 - mean_squared_error: 4.1159e-05 - val_loss: 2.8323e-05 - val_mean_squared_error: 2.8323e-05
Epoch 13/500
2168/2172 [============================>.] - ETA: 0s - loss: 4.0997e-05 - mean_squared_error: 4.0997e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\13-0.0000.hdf5
2172/2172 [==============================] - 11s 5ms/step - loss: 4.0986e-05 - mean_squared_error: 4.0986e-05 - val_loss: 2.7581e-05 - val_mean_squared_error: 2.7581e-05
Epoch 14/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.1133e-05 - mean_squared_error: 4.1133e-05
Epoch 00014: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.1128e-05 - mean_squared_error: 4.1128e-05 - val_loss: 2.7476e-05 - val_mean_squared_error: 2.7476e-05
Epoch 15/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.1306e-05 - mean_squared_error: 4.1306e-05
Epoch 00015: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.1332e-05 - mean_squared_error: 4.1332e-05 - val_loss: 4.7943e-05 - val_mean_squared_error: 4.7943e-05
Epoch 16/500
2171/2172 [============================>.] - ETA: 0s - loss: 4.0995e-05 - mean_squared_error: 4.0995e-05
Epoch 00016: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.0988e-05 - mean_squared_error: 4.0988e-05 - val_loss: 2.6752e-05 - val_mean_squared_error: 2.6752e-05
Epoch 17/500
2167/2172 [============================>.] - ETA: 0s - loss: 4.1018e-05 - mean_squared_error: 4.1018e-05
Epoch 00017: loss did not improve from 0.00004
2172/2172 [==============================] - 12s 5ms/step - loss: 4.0996e-05 - mean_squared_error: 4.0996e-05 - val_loss: 2.7999e-05 - val_mean_squared_error: 2.7999e-05
Epoch 18/500
2166/2172 [============================>.] - ETA: 0s - loss: 4.0385e-05 - mean_squared_error: 4.0385e-05
Epoch 00018: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/29\18-0.0000.hdf5
2172/2172 [==============================] - 12s 6ms/step - loss: 4.0343e-05 - mean_squared_error: 4.0343e-05 - val_loss: 2.7379e-05 - val_mean_squared_error: 2.7379e-05
Epoch 19/500
2165/2172 [============================>.] - ETA: 0s - loss: 4.0887e-05 - mean_squared_error: 4.0887e-05
Epoch 00019: loss did not improve from 0.00004
2172/2172 [==============================] - 13s 6ms/step - loss: 4.0891e-05 - mean_squared_error: 4.0891e-05 - val_loss: 2.8527e-05 - val_mean_squared_error: 2.8527e-05
Epoch 20/500
2172/2172 [==============================] - ETA: 0s - loss: 4.0580e-05 - mean_squared_error: 4.0580e-05
Epoch 00020: loss did not improve from 0.00004
2172/2172 [==============================] - 14s 7ms/step - loss: 4.0580e-05 - mean_squared_error: 4.0580e-05 - val_loss: 3.4857e-05 - val_mean_squared_error: 3.4857e-05
Epoch 21/500
2169/2172 [============================>.] - ETA: 0s - loss: 4.0771e-05 - mean_squared_error: 4.0771e-05
Epoch 00021: loss did not improve from 0.00004
2172/2172 [==============================] - 13s 6ms/step - loss: 4.0749e-05 - mean_squared_error: 4.0749e-05 - val_loss: 2.8350e-05 - val_mean_squared_error: 2.8350e-05
Epoch 22/500
2172/2172 [==============================] - ETA: 0s - loss: 4.0707e-05 - mean_squared_error: 4.0707e-05
Epoch 00022: loss did not improve from 0.00004
2172/2172 [==============================] - 12s 5ms/step - loss: 4.0707e-05 - mean_squared_error: 4.0707e-05 - val_loss: 2.7685e-05 - val_mean_squared_error: 2.7685e-05
Epoch 23/500
2165/2172 [============================>.] - ETA: 0s - loss: 4.0811e-05 - mean_squared_error: 4.0811e-05
Epoch 00023: loss did not improve from 0.00004
2172/2172 [==============================] - 11s 5ms/step - loss: 4.0800e-05 - mean_squared_error: 4.0800e-05 - val_loss: 2.8206e-05 - val_mean_squared_error: 2.8206e-05
Epoch 00023: early stopping
Epoch 1/500
1956/1961 [============================>.] - ETA: 0s - loss: 5.8222e-05 - mean_squared_error: 5.8222e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/30\01-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.8116e-05 - mean_squared_error: 5.8116e-05 - val_loss: 2.0776e-05 - val_mean_squared_error: 2.0776e-05
Epoch 2/500
1950/1961 [============================>.] - ETA: 0s - loss: 5.1299e-05 - mean_squared_error: 5.1299e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/30\02-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.2086e-05 - mean_squared_error: 5.2086e-05 - val_loss: 3.5852e-05 - val_mean_squared_error: 3.5852e-05
Epoch 3/500
1950/1961 [============================>.] - ETA: 0s - loss: 5.1141e-05 - mean_squared_error: 5.1141e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\03-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.1429e-05 - mean_squared_error: 5.1429e-05 - val_loss: 2.0285e-05 - val_mean_squared_error: 2.0285e-05
Epoch 4/500
1956/1961 [============================>.] - ETA: 0s - loss: 5.0518e-05 - mean_squared_error: 5.0518e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\04-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 5.0475e-05 - mean_squared_error: 5.0475e-05 - val_loss: 2.0454e-05 - val_mean_squared_error: 2.0454e-05
Epoch 5/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.9508e-05 - mean_squared_error: 4.9508e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\05-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.9457e-05 - mean_squared_error: 4.9457e-05 - val_loss: 1.8257e-05 - val_mean_squared_error: 1.8257e-05
Epoch 6/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.8884e-05 - mean_squared_error: 4.8884e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\06-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.8733e-05 - mean_squared_error: 4.8733e-05 - val_loss: 2.0065e-05 - val_mean_squared_error: 2.0065e-05
Epoch 7/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.9115e-05 - mean_squared_error: 4.9115e-05
Epoch 00007: loss did not improve from 0.00005
1961/1961 [==============================] - 11s 5ms/step - loss: 4.9085e-05 - mean_squared_error: 4.9085e-05 - val_loss: 2.2432e-05 - val_mean_squared_error: 2.2432e-05
Epoch 8/500
1953/1961 [============================>.] - ETA: 0s - loss: 4.8397e-05 - mean_squared_error: 4.8397e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\08-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.8227e-05 - mean_squared_error: 4.8227e-05 - val_loss: 1.8034e-05 - val_mean_squared_error: 1.8034e-05
Epoch 9/500
1960/1961 [============================>.] - ETA: 0s - loss: 4.7791e-05 - mean_squared_error: 4.7791e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\09-0.0000.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 4.7776e-05 - mean_squared_error: 4.7776e-05 - val_loss: 2.5487e-05 - val_mean_squared_error: 2.5487e-05
Epoch 10/500
1956/1961 [============================>.] - ETA: 0s - loss: 4.7167e-05 - mean_squared_error: 4.7167e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\10-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.7105e-05 - mean_squared_error: 4.7105e-05 - val_loss: 1.8699e-05 - val_mean_squared_error: 1.8699e-05
Epoch 11/500
1959/1961 [============================>.] - ETA: 0s - loss: 4.7590e-05 - mean_squared_error: 4.7590e-05
Epoch 00011: loss did not improve from 0.00005
1961/1961 [==============================] - 13s 7ms/step - loss: 4.7548e-05 - mean_squared_error: 4.7548e-05 - val_loss: 1.7673e-05 - val_mean_squared_error: 1.7673e-05
Epoch 12/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.6027e-05 - mean_squared_error: 4.6027e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\12-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.6593e-05 - mean_squared_error: 4.6593e-05 - val_loss: 2.1094e-05 - val_mean_squared_error: 2.1094e-05
Epoch 13/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.6470e-05 - mean_squared_error: 4.6470e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\13-0.0000.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 4.6461e-05 - mean_squared_error: 4.6461e-05 - val_loss: 1.8964e-05 - val_mean_squared_error: 1.8964e-05
Epoch 14/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.5602e-05 - mean_squared_error: 4.5602e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\14-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.6003e-05 - mean_squared_error: 4.6003e-05 - val_loss: 3.8668e-05 - val_mean_squared_error: 3.8668e-05
Epoch 15/500
1950/1961 [============================>.] - ETA: 0s - loss: 4.5725e-05 - mean_squared_error: 4.5725e-05
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\15-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5501e-05 - mean_squared_error: 4.5501e-05 - val_loss: 1.8370e-05 - val_mean_squared_error: 1.8370e-05
Epoch 16/500
1955/1961 [============================>.] - ETA: 0s - loss: 4.5088e-05 - mean_squared_error: 4.5088e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/30\16-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5017e-05 - mean_squared_error: 4.5017e-05 - val_loss: 2.6297e-05 - val_mean_squared_error: 2.6297e-05
Epoch 17/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.5115e-05 - mean_squared_error: 4.5115e-05
Epoch 00017: loss did not improve from 0.00005
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5033e-05 - mean_squared_error: 4.5033e-05 - val_loss: 1.8902e-05 - val_mean_squared_error: 1.8902e-05
Epoch 18/500
1950/1961 [============================>.] - ETA: 0s - loss: 4.5190e-05 - mean_squared_error: 4.5190e-05
Epoch 00018: loss did not improve from 0.00005
1961/1961 [==============================] - 10s 5ms/step - loss: 4.5107e-05 - mean_squared_error: 4.5107e-05 - val_loss: 1.8352e-05 - val_mean_squared_error: 1.8352e-05
Epoch 19/500
1960/1961 [============================>.] - ETA: 0s - loss: 4.4964e-05 - mean_squared_error: 4.4964e-05
Epoch 00019: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/30\19-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.4946e-05 - mean_squared_error: 4.4946e-05 - val_loss: 1.8527e-05 - val_mean_squared_error: 1.8527e-05
Epoch 20/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.5075e-05 - mean_squared_error: 4.5075e-05
Epoch 00020: loss did not improve from 0.00004
1961/1961 [==============================] - 10s 5ms/step - loss: 4.4947e-05 - mean_squared_error: 4.4947e-05 - val_loss: 1.9260e-05 - val_mean_squared_error: 1.9260e-05
Epoch 21/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.5278e-05 - mean_squared_error: 4.5278e-05
Epoch 00021: loss did not improve from 0.00004
1961/1961 [==============================] - 11s 6ms/step - loss: 4.5253e-05 - mean_squared_error: 4.5253e-05 - val_loss: 1.8284e-05 - val_mean_squared_error: 1.8284e-05
Epoch 22/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4286e-05 - mean_squared_error: 4.4286e-05
Epoch 00022: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\22-0.0000.hdf5
1961/1961 [==============================] - 12s 6ms/step - loss: 4.4285e-05 - mean_squared_error: 4.4285e-05 - val_loss: 1.9005e-05 - val_mean_squared_error: 1.9005e-05
Epoch 23/500
1961/1961 [==============================] - ETA: 0s - loss: 4.4421e-05 - mean_squared_error: 4.4421e-05
Epoch 00023: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.4421e-05 - mean_squared_error: 4.4421e-05 - val_loss: 1.8257e-05 - val_mean_squared_error: 1.8257e-05
Epoch 24/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4792e-05 - mean_squared_error: 4.4792e-05
Epoch 00024: loss did not improve from 0.00004
1961/1961 [==============================] - 14s 7ms/step - loss: 4.4762e-05 - mean_squared_error: 4.4762e-05 - val_loss: 1.8198e-05 - val_mean_squared_error: 1.8198e-05
Epoch 25/500
1958/1961 [============================>.] - ETA: 0s - loss: 4.4403e-05 - mean_squared_error: 4.4403e-05
Epoch 00025: loss did not improve from 0.00004
1961/1961 [==============================] - 13s 6ms/step - loss: 4.4347e-05 - mean_squared_error: 4.4347e-05 - val_loss: 1.9039e-05 - val_mean_squared_error: 1.9039e-05
Epoch 26/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.4512e-05 - mean_squared_error: 4.4512e-05
Epoch 00026: loss did not improve from 0.00004
1961/1961 [==============================] - 11s 6ms/step - loss: 4.4551e-05 - mean_squared_error: 4.4551e-05 - val_loss: 1.9351e-05 - val_mean_squared_error: 1.9351e-05
Epoch 27/500
1952/1961 [============================>.] - ETA: 0s - loss: 4.3812e-05 - mean_squared_error: 4.3812e-05
Epoch 00027: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\27-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.3810e-05 - mean_squared_error: 4.3810e-05 - val_loss: 1.8270e-05 - val_mean_squared_error: 1.8270e-05
Epoch 28/500
1956/1961 [============================>.] - ETA: 0s - loss: 4.3937e-05 - mean_squared_error: 4.3937e-05
Epoch 00028: loss did not improve from 0.00004
1961/1961 [==============================] - 9s 5ms/step - loss: 4.3863e-05 - mean_squared_error: 4.3863e-05 - val_loss: 1.8339e-05 - val_mean_squared_error: 1.8339e-05
Epoch 29/500
1953/1961 [============================>.] - ETA: 0s - loss: 4.3501e-05 - mean_squared_error: 4.3501e-05
Epoch 00029: loss did not improve from 0.00004
1961/1961 [==============================] - 9s 5ms/step - loss: 4.4057e-05 - mean_squared_error: 4.4057e-05 - val_loss: 2.9147e-05 - val_mean_squared_error: 2.9147e-05
Epoch 30/500
1955/1961 [============================>.] - ETA: 0s - loss: 4.3657e-05 - mean_squared_error: 4.3657e-05
Epoch 00030: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\30-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.3688e-05 - mean_squared_error: 4.3688e-05 - val_loss: 2.4300e-05 - val_mean_squared_error: 2.4300e-05
Epoch 31/500
1957/1961 [============================>.] - ETA: 0s - loss: 4.3659e-05 - mean_squared_error: 4.3659e-05
Epoch 00031: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\31-0.0000.hdf5
1961/1961 [==============================] - 10s 5ms/step - loss: 4.3594e-05 - mean_squared_error: 4.3594e-05 - val_loss: 1.8784e-05 - val_mean_squared_error: 1.8784e-05
Epoch 32/500
1961/1961 [==============================] - ETA: 0s - loss: 4.3737e-05 - mean_squared_error: 4.3737e-05
Epoch 00032: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3737e-05 - mean_squared_error: 4.3737e-05 - val_loss: 2.1690e-05 - val_mean_squared_error: 2.1690e-05
Epoch 33/500
1955/1961 [============================>.] - ETA: 0s - loss: 4.3300e-05 - mean_squared_error: 4.3300e-05
Epoch 00033: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\33-0.0000.hdf5
1961/1961 [==============================] - 13s 7ms/step - loss: 4.3175e-05 - mean_squared_error: 4.3175e-05 - val_loss: 1.7787e-05 - val_mean_squared_error: 1.7787e-05
Epoch 34/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3516e-05 - mean_squared_error: 4.3516e-05
Epoch 00034: loss did not improve from 0.00004
1961/1961 [==============================] - 11s 6ms/step - loss: 4.3423e-05 - mean_squared_error: 4.3423e-05 - val_loss: 1.9344e-05 - val_mean_squared_error: 1.9344e-05
Epoch 35/500
1960/1961 [============================>.] - ETA: 0s - loss: 4.2934e-05 - mean_squared_error: 4.2934e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/30\35-0.0000.hdf5
1961/1961 [==============================] - 11s 6ms/step - loss: 4.2917e-05 - mean_squared_error: 4.2917e-05 - val_loss: 1.9345e-05 - val_mean_squared_error: 1.9345e-05
Epoch 36/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3441e-05 - mean_squared_error: 4.3441e-05
Epoch 00036: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3303e-05 - mean_squared_error: 4.3303e-05 - val_loss: 1.8602e-05 - val_mean_squared_error: 1.8602e-05
Epoch 37/500
1959/1961 [============================>.] - ETA: 0s - loss: 4.3340e-05 - mean_squared_error: 4.3340e-05
Epoch 00037: loss did not improve from 0.00004
1961/1961 [==============================] - 15s 7ms/step - loss: 4.3406e-05 - mean_squared_error: 4.3406e-05 - val_loss: 2.0702e-05 - val_mean_squared_error: 2.0702e-05
Epoch 38/500
1956/1961 [============================>.] - ETA: 0s - loss: 4.3012e-05 - mean_squared_error: 4.3012e-05
Epoch 00038: loss did not improve from 0.00004
1961/1961 [==============================] - 14s 7ms/step - loss: 4.2920e-05 - mean_squared_error: 4.2920e-05 - val_loss: 2.3759e-05 - val_mean_squared_error: 2.3759e-05
Epoch 39/500
1951/1961 [============================>.] - ETA: 0s - loss: 4.3713e-05 - mean_squared_error: 4.3713e-05 ETA: 1s - loss: 4
Epoch 00039: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3516e-05 - mean_squared_error: 4.3516e-05 - val_loss: 1.7903e-05 - val_mean_squared_error: 1.7903e-05
Epoch 40/500
1954/1961 [============================>.] - ETA: 0s - loss: 4.3277e-05 - mean_squared_error: 4.3277e-05
Epoch 00040: loss did not improve from 0.00004
1961/1961 [==============================] - 12s 6ms/step - loss: 4.3152e-05 - mean_squared_error: 4.3152e-05 - val_loss: 2.1167e-05 - val_mean_squared_error: 2.1167e-05
Epoch 00040: early stopping
Epoch 1/500
2103/2110 [============================>.] - ETA: 0s - loss: 1.8945e-05 - mean_squared_error: 1.8945e-05
Epoch 00001: loss improved from inf to 0.00002, saving model to ./model_LSTM/31\01-0.0000.hdf5
2110/2110 [==============================] - 22s 11ms/step - loss: 1.8898e-05 - mean_squared_error: 1.8898e-05 - val_loss: 5.4726e-06 - val_mean_squared_error: 5.4726e-06
Epoch 2/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.6972e-05 - mean_squared_error: 1.6972e-05
Epoch 00002: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\02-0.0000.hdf5
2110/2110 [==============================] - 15s 7ms/step - loss: 1.6970e-05 - mean_squared_error: 1.6970e-05 - val_loss: 5.0886e-06 - val_mean_squared_error: 5.0886e-06
Epoch 3/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.6495e-05 - mean_squared_error: 1.6495e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\03-0.0000.hdf5
2110/2110 [==============================] - 14s 7ms/step - loss: 1.6464e-05 - mean_squared_error: 1.6464e-05 - val_loss: 5.3437e-06 - val_mean_squared_error: 5.3437e-06
Epoch 4/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.5414e-05 - mean_squared_error: 1.5414e-05
Epoch 00004: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\04-0.0000.hdf5
2110/2110 [==============================] - 13s 6ms/step - loss: 1.5410e-05 - mean_squared_error: 1.5410e-05 - val_loss: 6.6847e-06 - val_mean_squared_error: 6.6847e-06
Epoch 5/500
2106/2110 [============================>.] - ETA: 0s - loss: 1.5256e-05 - mean_squared_error: 1.5256e-05
Epoch 00005: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/31\05-0.0000.hdf5
2110/2110 [==============================] - 13s 6ms/step - loss: 1.5235e-05 - mean_squared_error: 1.5235e-05 - val_loss: 5.5749e-06 - val_mean_squared_error: 5.5749e-06
Epoch 6/500
2110/2110 [==============================] - ETA: 0s - loss: 1.4992e-05 - mean_squared_error: 1.4992e-05
Epoch 00006: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/31\06-0.0000.hdf5
2110/2110 [==============================] - 16s 8ms/step - loss: 1.4992e-05 - mean_squared_error: 1.4992e-05 - val_loss: 4.9759e-06 - val_mean_squared_error: 4.9759e-06
Epoch 7/500
2101/2110 [============================>.] - ETA: 0s - loss: 1.4850e-05 - mean_squared_error: 1.4850e-05
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\07-0.0000.hdf5
2110/2110 [==============================] - 17s 8ms/step - loss: 1.4796e-05 - mean_squared_error: 1.4796e-05 - val_loss: 5.3005e-06 - val_mean_squared_error: 5.3005e-06
Epoch 8/500
2107/2110 [============================>.] - ETA: 0s - loss: 1.4662e-05 - mean_squared_error: 1.4662e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\08-0.0000.hdf5
2110/2110 [==============================] - 15s 7ms/step - loss: 1.4669e-05 - mean_squared_error: 1.4669e-05 - val_loss: 7.9288e-06 - val_mean_squared_error: 7.9288e-06
Epoch 9/500
2110/2110 [==============================] - ETA: 0s - loss: 1.4424e-05 - mean_squared_error: 1.4424e-05
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\09-0.0000.hdf5
2110/2110 [==============================] - 18s 9ms/step - loss: 1.4424e-05 - mean_squared_error: 1.4424e-05 - val_loss: 4.7631e-06 - val_mean_squared_error: 4.7631e-06
Epoch 10/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.4237e-05 - mean_squared_error: 1.4237e-05
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\10-0.0000.hdf5
2110/2110 [==============================] - 11s 5ms/step - loss: 1.4233e-05 - mean_squared_error: 1.4233e-05 - val_loss: 4.9535e-06 - val_mean_squared_error: 4.9535e-06
Epoch 11/500
2106/2110 [============================>.] - ETA: 0s - loss: 1.3801e-05 - mean_squared_error: 1.3801e-05
Epoch 00011: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\11-0.0000.hdf5
2110/2110 [==============================] - 14s 7ms/step - loss: 1.3834e-05 - mean_squared_error: 1.3834e-05 - val_loss: 1.3122e-05 - val_mean_squared_error: 1.3122e-05
Epoch 12/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.3920e-05 - mean_squared_error: 1.3920e-05
Epoch 00012: loss did not improve from 0.00001
2110/2110 [==============================] - 14s 6ms/step - loss: 1.3898e-05 - mean_squared_error: 1.3898e-05 - val_loss: 6.4354e-06 - val_mean_squared_error: 6.4354e-06
Epoch 13/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.4225e-05 - mean_squared_error: 1.4225e-05
Epoch 00013: loss did not improve from 0.00001
2110/2110 [==============================] - 20s 9ms/step - loss: 1.4215e-05 - mean_squared_error: 1.4215e-05 - val_loss: 4.9224e-06 - val_mean_squared_error: 4.9224e-06
Epoch 14/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.3627e-05 - mean_squared_error: 1.3627e-05
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\14-0.0000.hdf5
2110/2110 [==============================] - 16s 8ms/step - loss: 1.3624e-05 - mean_squared_error: 1.3624e-05 - val_loss: 4.7556e-06 - val_mean_squared_error: 4.7556e-06
Epoch 15/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.3765e-05 - mean_squared_error: 1.3765e-05
Epoch 00015: loss did not improve from 0.00001
2110/2110 [==============================] - 16s 7ms/step - loss: 1.3758e-05 - mean_squared_error: 1.3758e-05 - val_loss: 6.1046e-06 - val_mean_squared_error: 6.1046e-06
Epoch 16/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.3277e-05 - mean_squared_error: 1.3277e-05 ETA: 1s - loss: 1.341
Epoch 00016: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\16-0.0000.hdf5
2110/2110 [==============================] - 15s 7ms/step - loss: 1.3274e-05 - mean_squared_error: 1.3274e-05 - val_loss: 6.4638e-06 - val_mean_squared_error: 6.4638e-06
Epoch 17/500
2107/2110 [============================>.] - ETA: 0s - loss: 1.3675e-05 - mean_squared_error: 1.3675e-05
Epoch 00017: loss did not improve from 0.00001
2110/2110 [==============================] - 17s 8ms/step - loss: 1.3662e-05 - mean_squared_error: 1.3662e-05 - val_loss: 4.7703e-06 - val_mean_squared_error: 4.7703e-06
Epoch 18/500
2104/2110 [============================>.] - ETA: 0s - loss: 1.3359e-05 - mean_squared_error: 1.3359e-05
Epoch 00018: loss did not improve from 0.00001
2110/2110 [==============================] - 18s 9ms/step - loss: 1.3403e-05 - mean_squared_error: 1.3403e-05 - val_loss: 9.5341e-06 - val_mean_squared_error: 9.5341e-06
Epoch 19/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.3616e-05 - mean_squared_error: 1.3616e-05
Epoch 00019: loss did not improve from 0.00001
2110/2110 [==============================] - 15s 7ms/step - loss: 1.3594e-05 - mean_squared_error: 1.3594e-05 - val_loss: 5.1217e-06 - val_mean_squared_error: 5.1217e-06
Epoch 20/500
2109/2110 [============================>.] - ETA: 0s - loss: 1.3256e-05 - mean_squared_error: 1.3256e-05
Epoch 00020: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\20-0.0000.hdf5
2110/2110 [==============================] - 11s 5ms/step - loss: 1.3252e-05 - mean_squared_error: 1.3252e-05 - val_loss: 7.4356e-06 - val_mean_squared_error: 7.4356e-06
Epoch 21/500
2101/2110 [============================>.] - ETA: 0s - loss: 1.3264e-05 - mean_squared_error: 1.3264e-05
Epoch 00021: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\21-0.0000.hdf5
2110/2110 [==============================] - 11s 5ms/step - loss: 1.3226e-05 - mean_squared_error: 1.3226e-05 - val_loss: 4.7818e-06 - val_mean_squared_error: 4.7818e-06
Epoch 22/500
2107/2110 [============================>.] - ETA: 0s - loss: 1.2745e-05 - mean_squared_error: 1.2745e-05
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/31\22-0.0000.hdf5
2110/2110 [==============================] - 13s 6ms/step - loss: 1.2731e-05 - mean_squared_error: 1.2731e-05 - val_loss: 5.9519e-06 - val_mean_squared_error: 5.9519e-06
Epoch 23/500
2102/2110 [============================>.] - ETA: 0s - loss: 1.3216e-05 - mean_squared_error: 1.3216e-05
Epoch 00023: loss did not improve from 0.00001
2110/2110 [==============================] - 13s 6ms/step - loss: 1.3196e-05 - mean_squared_error: 1.3196e-05 - val_loss: 4.9529e-06 - val_mean_squared_error: 4.9529e-06
Epoch 24/500
2104/2110 [============================>.] - ETA: 0s - loss: 1.3118e-05 - mean_squared_error: 1.3118e-05
Epoch 00024: loss did not improve from 0.00001
2110/2110 [==============================] - 14s 6ms/step - loss: 1.3091e-05 - mean_squared_error: 1.3091e-05 - val_loss: 4.9034e-06 - val_mean_squared_error: 4.9034e-06
Epoch 25/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.2823e-05 - mean_squared_error: 1.2823e-05
Epoch 00025: loss did not improve from 0.00001
2110/2110 [==============================] - 13s 6ms/step - loss: 1.2820e-05 - mean_squared_error: 1.2820e-05 - val_loss: 5.4164e-06 - val_mean_squared_error: 5.4164e-06
Epoch 26/500
2105/2110 [============================>.] - ETA: 0s - loss: 1.3028e-05 - mean_squared_error: 1.3028e-05
Epoch 00026: loss did not improve from 0.00001
2110/2110 [==============================] - 13s 6ms/step - loss: 1.3001e-05 - mean_squared_error: 1.3001e-05 - val_loss: 4.9584e-06 - val_mean_squared_error: 4.9584e-06
Epoch 27/500
2108/2110 [============================>.] - ETA: 0s - loss: 1.2784e-05 - mean_squared_error: 1.2784e-05
Epoch 00027: loss did not improve from 0.00001
2110/2110 [==============================] - 17s 8ms/step - loss: 1.2790e-05 - mean_squared_error: 1.2790e-05 - val_loss: 4.6904e-06 - val_mean_squared_error: 4.6904e-06
Epoch 00027: early stopping
Epoch 1/500
1580/1580 [==============================] - ETA: 0s - loss: 5.6840e-05 - mean_squared_error: 5.6840e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/32\01-0.0000.hdf5
1580/1580 [==============================] - 12s 8ms/step - loss: 5.6840e-05 - mean_squared_error: 5.6840e-05 - val_loss: 8.4019e-06 - val_mean_squared_error: 8.4019e-06
Epoch 2/500
1578/1580 [============================>.] - ETA: 0s - loss: 5.2574e-05 - mean_squared_error: 5.2574e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/32\02-0.0000.hdf5
1580/1580 [==============================] - 14s 9ms/step - loss: 5.2621e-05 - mean_squared_error: 5.2621e-05 - val_loss: 9.7381e-06 - val_mean_squared_error: 9.7381e-06
Epoch 3/500
1580/1580 [==============================] - ETA: 0s - loss: 5.1329e-05 - mean_squared_error: 5.1329e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\03-0.0000.hdf5
1580/1580 [==============================] - 12s 7ms/step - loss: 5.1329e-05 - mean_squared_error: 5.1329e-05 - val_loss: 1.1920e-05 - val_mean_squared_error: 1.1920e-05
Epoch 4/500
1580/1580 [==============================] - ETA: 0s - loss: 5.0649e-05 - mean_squared_error: 5.0649e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\04-0.0000.hdf5
1580/1580 [==============================] - 11s 7ms/step - loss: 5.0649e-05 - mean_squared_error: 5.0649e-05 - val_loss: 1.8686e-05 - val_mean_squared_error: 1.8686e-05
Epoch 5/500
1571/1580 [============================>.] - ETA: 0s - loss: 5.1045e-05 - mean_squared_error: 5.1045e-05
Epoch 00005: loss did not improve from 0.00005
1580/1580 [==============================] - 13s 8ms/step - loss: 5.0967e-05 - mean_squared_error: 5.0967e-05 - val_loss: 7.7071e-06 - val_mean_squared_error: 7.7071e-06
Epoch 6/500
1579/1580 [============================>.] - ETA: 0s - loss: 5.0553e-05 - mean_squared_error: 5.0553e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\06-0.0000.hdf5
1580/1580 [==============================] - 12s 8ms/step - loss: 5.0609e-05 - mean_squared_error: 5.0609e-05 - val_loss: 8.3792e-06 - val_mean_squared_error: 8.3792e-06
Epoch 7/500
1579/1580 [============================>.] - ETA: 0s - loss: 5.0135e-05 - mean_squared_error: 5.0135e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\07-0.0000.hdf5
1580/1580 [==============================] - 11s 7ms/step - loss: 5.0130e-05 - mean_squared_error: 5.0130e-05 - val_loss: 7.6991e-06 - val_mean_squared_error: 7.6991e-06
Epoch 8/500
1576/1580 [============================>.] - ETA: 0s - loss: 5.0529e-05 - mean_squared_error: 5.0529e-05
Epoch 00008: loss did not improve from 0.00005
1580/1580 [==============================] - 11s 7ms/step - loss: 5.0518e-05 - mean_squared_error: 5.0518e-05 - val_loss: 1.7434e-05 - val_mean_squared_error: 1.7434e-05
Epoch 9/500
1573/1580 [============================>.] - ETA: 0s - loss: 4.9557e-05 - mean_squared_error: 4.9557e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\09-0.0000.hdf5
1580/1580 [==============================] - 14s 9ms/step - loss: 4.9527e-05 - mean_squared_error: 4.9527e-05 - val_loss: 9.4175e-06 - val_mean_squared_error: 9.4175e-06
Epoch 10/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9990e-05 - mean_squared_error: 4.9990e-05
Epoch 00010: loss did not improve from 0.00005
1580/1580 [==============================] - 16s 10ms/step - loss: 4.9961e-05 - mean_squared_error: 4.9961e-05 - val_loss: 7.6422e-06 - val_mean_squared_error: 7.6422e-06
Epoch 11/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9495e-05 - mean_squared_error: 4.9495e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\11-0.0000.hdf5
1580/1580 [==============================] - 15s 9ms/step - loss: 4.9451e-05 - mean_squared_error: 4.9451e-05 - val_loss: 9.6440e-06 - val_mean_squared_error: 9.6440e-06
Epoch 12/500
1576/1580 [============================>.] - ETA: 0s - loss: 4.9531e-05 - mean_squared_error: 4.9531e-05
Epoch 00012: loss did not improve from 0.00005
1580/1580 [==============================] - 17s 11ms/step - loss: 4.9519e-05 - mean_squared_error: 4.9519e-05 - val_loss: 8.6196e-06 - val_mean_squared_error: 8.6196e-06
Epoch 13/500
1578/1580 [============================>.] - ETA: 0s - loss: 4.9737e-05 - mean_squared_error: 4.9737e-05
Epoch 00013: loss did not improve from 0.00005
1580/1580 [==============================] - 18s 12ms/step - loss: 4.9742e-05 - mean_squared_error: 4.9742e-05 - val_loss: 8.3674e-06 - val_mean_squared_error: 8.3674e-06
Epoch 14/500
1579/1580 [============================>.] - ETA: 0s - loss: 5.0041e-05 - mean_squared_error: 5.0041e-05
Epoch 00014: loss did not improve from 0.00005
1580/1580 [==============================] - 13s 8ms/step - loss: 5.0041e-05 - mean_squared_error: 5.0041e-05 - val_loss: 8.2772e-06 - val_mean_squared_error: 8.2772e-06
Epoch 15/500
1576/1580 [============================>.] - ETA: 0s - loss: 4.9338e-05 - mean_squared_error: 4.9338e-05 ETA: 0s - loss: 4.8989e-05 - mean_squared_error: 4.8989e-
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\15-0.0000.hdf5
1580/1580 [==============================] - 11s 7ms/step - loss: 4.9314e-05 - mean_squared_error: 4.9314e-05 - val_loss: 2.1499e-05 - val_mean_squared_error: 2.1499e-05
Epoch 16/500
1580/1580 [==============================] - ETA: 0s - loss: 4.9336e-05 - mean_squared_error: 4.9336e-05
Epoch 00016: loss did not improve from 0.00005
1580/1580 [==============================] - 10s 6ms/step - loss: 4.9336e-05 - mean_squared_error: 4.9336e-05 - val_loss: 8.9549e-06 - val_mean_squared_error: 8.9549e-06
Epoch 17/500
1574/1580 [============================>.] - ETA: 0s - loss: 4.8989e-05 - mean_squared_error: 4.8989e-05
Epoch 00017: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/32\17-0.0000.hdf5
1580/1580 [==============================] - 9s 6ms/step - loss: 4.8974e-05 - mean_squared_error: 4.8974e-05 - val_loss: 8.5315e-06 - val_mean_squared_error: 8.5315e-06
Epoch 18/500
1570/1580 [============================>.] - ETA: 0s - loss: 4.9712e-05 - mean_squared_error: 4.9712e-05
Epoch 00018: loss did not improve from 0.00005
1580/1580 [==============================] - 9s 5ms/step - loss: 4.9705e-05 - mean_squared_error: 4.9705e-05 - val_loss: 8.0788e-06 - val_mean_squared_error: 8.0788e-06
Epoch 19/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9476e-05 - mean_squared_error: 4.9476e-05
Epoch 00019: loss did not improve from 0.00005
1580/1580 [==============================] - 10s 6ms/step - loss: 4.9437e-05 - mean_squared_error: 4.9437e-05 - val_loss: 8.5860e-06 - val_mean_squared_error: 8.5860e-06
Epoch 20/500
1577/1580 [============================>.] - ETA: 0s - loss: 4.9106e-05 - mean_squared_error: 4.9106e-05
Epoch 00020: loss did not improve from 0.00005
1580/1580 [==============================] - 10s 6ms/step - loss: 4.9084e-05 - mean_squared_error: 4.9084e-05 - val_loss: 1.3131e-05 - val_mean_squared_error: 1.3131e-05
Epoch 21/500
1576/1580 [============================>.] - ETA: 0s - loss: 4.9117e-05 - mean_squared_error: 4.9117e-05
Epoch 00021: loss did not improve from 0.00005
1580/1580 [==============================] - 9s 6ms/step - loss: 4.9087e-05 - mean_squared_error: 4.9087e-05 - val_loss: 1.9469e-05 - val_mean_squared_error: 1.9469e-05
Epoch 22/500
1579/1580 [============================>.] - ETA: 0s - loss: 4.9015e-05 - mean_squared_error: 4.9015e-05
Epoch 00022: loss did not improve from 0.00005
1580/1580 [==============================] - 19s 12ms/step - loss: 4.9018e-05 - mean_squared_error: 4.9018e-05 - val_loss: 7.9985e-06 - val_mean_squared_error: 7.9985e-06
Epoch 00022: early stopping
Epoch 1/500
2232/2239 [============================>.] - ETA: 0s - loss: 4.4475e-05 - mean_squared_error: 4.4475e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/33\01-0.0000.hdf5
2239/2239 [==============================] - 29s 13ms/step - loss: 4.4418e-05 - mean_squared_error: 4.4418e-05 - val_loss: 1.4662e-05 - val_mean_squared_error: 1.4662e-05
Epoch 2/500
2238/2239 [============================>.] - ETA: 0s - loss: 3.6974e-05 - mean_squared_error: 3.6974e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/33\02-0.0000.hdf5
2239/2239 [==============================] - 20s 9ms/step - loss: 3.6969e-05 - mean_squared_error: 3.6969e-05 - val_loss: 1.4282e-05 - val_mean_squared_error: 1.4282e-05
Epoch 3/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.4423e-05 - mean_squared_error: 3.4423e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/33\03-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 3.4397e-05 - mean_squared_error: 3.4397e-05 - val_loss: 1.3149e-05 - val_mean_squared_error: 1.3149e-05
Epoch 4/500
2238/2239 [============================>.] - ETA: 0s - loss: 3.3731e-05 - mean_squared_error: 3.3731e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\04-0.0000.hdf5
2239/2239 [==============================] - 16s 7ms/step - loss: 3.3725e-05 - mean_squared_error: 3.3725e-05 - val_loss: 1.2740e-05 - val_mean_squared_error: 1.2740e-05
Epoch 5/500
2229/2239 [============================>.] - ETA: 0s - loss: 3.2857e-05 - mean_squared_error: 3.2857e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\05-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2836e-05 - mean_squared_error: 3.2836e-05 - val_loss: 1.3132e-05 - val_mean_squared_error: 1.3132e-05
Epoch 6/500
2228/2239 [============================>.] - ETA: 0s - loss: 3.2600e-05 - mean_squared_error: 3.2600e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\06-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.2581e-05 - mean_squared_error: 3.2581e-05 - val_loss: 1.9057e-05 - val_mean_squared_error: 1.9057e-05
Epoch 7/500
2231/2239 [============================>.] - ETA: 0s - loss: 3.2018e-05 - mean_squared_error: 3.2018e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\07-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 3.1982e-05 - mean_squared_error: 3.1982e-05 - val_loss: 1.5015e-05 - val_mean_squared_error: 1.5015e-05
Epoch 8/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.1679e-05 - mean_squared_error: 3.1679e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\08-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 3.1656e-05 - mean_squared_error: 3.1656e-05 - val_loss: 1.2554e-05 - val_mean_squared_error: 1.2554e-05
Epoch 9/500
2235/2239 [============================>.] - ETA: 0s - loss: 3.1448e-05 - mean_squared_error: 3.1448e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\09-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 3.1460e-05 - mean_squared_error: 3.1460e-05 - val_loss: 1.2448e-05 - val_mean_squared_error: 1.2448e-05
Epoch 10/500
2237/2239 [============================>.] - ETA: 0s - loss: 3.0886e-05 - mean_squared_error: 3.0886e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\10-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 3.0882e-05 - mean_squared_error: 3.0882e-05 - val_loss: 1.2357e-05 - val_mean_squared_error: 1.2357e-05
Epoch 11/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.1174e-05 - mean_squared_error: 3.1174e-05
Epoch 00011: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 3.1137e-05 - mean_squared_error: 3.1137e-05 - val_loss: 1.4322e-05 - val_mean_squared_error: 1.4322e-05
Epoch 12/500
2233/2239 [============================>.] - ETA: 0s - loss: 3.0701e-05 - mean_squared_error: 3.0701e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\12-0.0000.hdf5
2239/2239 [==============================] - 17s 7ms/step - loss: 3.0688e-05 - mean_squared_error: 3.0688e-05 - val_loss: 1.1622e-05 - val_mean_squared_error: 1.1622e-05
Epoch 13/500
2236/2239 [============================>.] - ETA: 0s - loss: 3.0499e-05 - mean_squared_error: 3.0499e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\13-0.0000.hdf5
2239/2239 [==============================] - 27s 12ms/step - loss: 3.0541e-05 - mean_squared_error: 3.0541e-05 - val_loss: 1.2770e-05 - val_mean_squared_error: 1.2770e-05
Epoch 14/500
2232/2239 [============================>.] - ETA: 0s - loss: 3.0769e-05 - mean_squared_error: 3.0769e-05
Epoch 00014: loss did not improve from 0.00003
2239/2239 [==============================] - 16s 7ms/step - loss: 3.0739e-05 - mean_squared_error: 3.0739e-05 - val_loss: 1.4984e-05 - val_mean_squared_error: 1.4984e-05
Epoch 15/500
2239/2239 [==============================] - ETA: 0s - loss: 3.0327e-05 - mean_squared_error: 3.0327e-05
Epoch 00015: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\15-0.0000.hdf5
2239/2239 [==============================] - 12s 6ms/step - loss: 3.0327e-05 - mean_squared_error: 3.0327e-05 - val_loss: 1.2805e-05 - val_mean_squared_error: 1.2805e-05
Epoch 16/500
2238/2239 [============================>.] - ETA: 0s - loss: 3.0471e-05 - mean_squared_error: 3.0471e-05
Epoch 00016: loss did not improve from 0.00003
2239/2239 [==============================] - 12s 5ms/step - loss: 3.0466e-05 - mean_squared_error: 3.0466e-05 - val_loss: 1.1869e-05 - val_mean_squared_error: 1.1869e-05
Epoch 17/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.0080e-05 - mean_squared_error: 3.0080e-05
Epoch 00017: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\17-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 3.0073e-05 - mean_squared_error: 3.0073e-05 - val_loss: 1.2984e-05 - val_mean_squared_error: 1.2984e-05
Epoch 18/500
2234/2239 [============================>.] - ETA: 0s - loss: 3.0067e-05 - mean_squared_error: 3.0067e-05
Epoch 00018: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\18-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 3.0044e-05 - mean_squared_error: 3.0044e-05 - val_loss: 1.9109e-05 - val_mean_squared_error: 1.9109e-05
Epoch 19/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.9919e-05 - mean_squared_error: 2.9919e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\19-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.9917e-05 - mean_squared_error: 2.9917e-05 - val_loss: 1.2302e-05 - val_mean_squared_error: 1.2302e-05
Epoch 20/500
2233/2239 [============================>.] - ETA: 0s - loss: 3.0001e-05 - mean_squared_error: 3.0001e-05
Epoch 00020: loss did not improve from 0.00003
2239/2239 [==============================] - 12s 5ms/step - loss: 3.0000e-05 - mean_squared_error: 3.0000e-05 - val_loss: 1.1872e-05 - val_mean_squared_error: 1.1872e-05
Epoch 21/500
2233/2239 [============================>.] - ETA: 0s - loss: 2.9864e-05 - mean_squared_error: 2.9864e-05
Epoch 00021: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\21-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.9859e-05 - mean_squared_error: 2.9859e-05 - val_loss: 1.2059e-05 - val_mean_squared_error: 1.2059e-05
Epoch 22/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.9587e-05 - mean_squared_error: 2.9587e-05
Epoch 00022: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\22-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 2.9579e-05 - mean_squared_error: 2.9579e-05 - val_loss: 1.1360e-05 - val_mean_squared_error: 1.1360e-05
Epoch 23/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.9500e-05 - mean_squared_error: 2.9500e-05
Epoch 00023: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\23-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 2.9493e-05 - mean_squared_error: 2.9493e-05 - val_loss: 1.1307e-05 - val_mean_squared_error: 1.1307e-05
Epoch 24/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.9888e-05 - mean_squared_error: 2.9888e-05
Epoch 00024: loss did not improve from 0.00003
2239/2239 [==============================] - 17s 8ms/step - loss: 2.9857e-05 - mean_squared_error: 2.9857e-05 - val_loss: 1.2420e-05 - val_mean_squared_error: 1.2420e-05
Epoch 25/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.9501e-05 - mean_squared_error: 2.9501e-05
Epoch 00025: loss did not improve from 0.00003
2239/2239 [==============================] - 16s 7ms/step - loss: 2.9495e-05 - mean_squared_error: 2.9495e-05 - val_loss: 1.4168e-05 - val_mean_squared_error: 1.4168e-05
Epoch 26/500
2239/2239 [==============================] - ETA: 0s - loss: 2.9093e-05 - mean_squared_error: 2.9093e-05
Epoch 00026: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\26-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.9093e-05 - mean_squared_error: 2.9093e-05 - val_loss: 1.6216e-05 - val_mean_squared_error: 1.6216e-05
Epoch 27/500
2230/2239 [============================>.] - ETA: 0s - loss: 2.9130e-05 - mean_squared_error: 2.9130e-05
Epoch 00027: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\27-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.9045e-05 - mean_squared_error: 2.9045e-05 - val_loss: 1.1293e-05 - val_mean_squared_error: 1.1293e-05
Epoch 28/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.9136e-05 - mean_squared_error: 2.9136e-05
Epoch 00028: loss did not improve from 0.00003
2239/2239 [==============================] - 11s 5ms/step - loss: 2.9118e-05 - mean_squared_error: 2.9118e-05 - val_loss: 1.2204e-05 - val_mean_squared_error: 1.2204e-05
Epoch 29/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8728e-05 - mean_squared_error: 2.8728e- - ETA: 0s - loss: 2.8761e-05 - mean_squared_error: 2.8761e-05
Epoch 00029: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\29-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 2.8750e-05 - mean_squared_error: 2.8750e-05 - val_loss: 1.6434e-05 - val_mean_squared_error: 1.6434e-05
Epoch 30/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.9108e-05 - mean_squared_error: 2.9108e-05
Epoch 00030: loss did not improve from 0.00003
2239/2239 [==============================] - 16s 7ms/step - loss: 2.9121e-05 - mean_squared_error: 2.9121e-05 - val_loss: 1.7237e-05 - val_mean_squared_error: 1.7237e-05
Epoch 31/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.8991e-05 - mean_squared_error: 2.8991e-05
Epoch 00031: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 2.8994e-05 - mean_squared_error: 2.8994e-05 - val_loss: 1.2057e-05 - val_mean_squared_error: 1.2057e-05
Epoch 32/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.8632e-05 - mean_squared_error: 2.8632e-05
Epoch 00032: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\32-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8619e-05 - mean_squared_error: 2.8619e-05 - val_loss: 1.4598e-05 - val_mean_squared_error: 1.4598e-05
Epoch 33/500
2239/2239 [==============================] - ETA: 0s - loss: 2.8484e-05 - mean_squared_error: 2.8484e-05
Epoch 00033: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\33-0.0000.hdf5
2239/2239 [==============================] - 16s 7ms/step - loss: 2.8484e-05 - mean_squared_error: 2.8484e-05 - val_loss: 1.3057e-05 - val_mean_squared_error: 1.3057e-05
Epoch 34/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8840e-05 - mean_squared_error: 2.8840e-05
Epoch 00034: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8823e-05 - mean_squared_error: 2.8823e-05 - val_loss: 1.2065e-05 - val_mean_squared_error: 1.2065e-05
Epoch 35/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8534e-05 - mean_squared_error: 2.8534e-05
Epoch 00035: loss did not improve from 0.00003
2239/2239 [==============================] - 15s 7ms/step - loss: 2.8517e-05 - mean_squared_error: 2.8517e-05 - val_loss: 1.3274e-05 - val_mean_squared_error: 1.3274e-05
Epoch 36/500
2232/2239 [============================>.] - ETA: 0s - loss: 2.8612e-05 - mean_squared_error: 2.8612e-05
Epoch 00036: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8620e-05 - mean_squared_error: 2.8620e-05 - val_loss: 1.2491e-05 - val_mean_squared_error: 1.2491e-05
Epoch 37/500
2234/2239 [============================>.] - ETA: 0s - loss: 2.8322e-05 - mean_squared_error: 2.8322e-05
Epoch 00037: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\37-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8278e-05 - mean_squared_error: 2.8278e-05 - val_loss: 1.3133e-05 - val_mean_squared_error: 1.3133e-05
Epoch 38/500
2237/2239 [============================>.] - ETA: 0s - loss: 2.8518e-05 - mean_squared_error: 2.8518e-05
Epoch 00038: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8517e-05 - mean_squared_error: 2.8517e-05 - val_loss: 1.1514e-05 - val_mean_squared_error: 1.1514e-05
Epoch 39/500
2231/2239 [============================>.] - ETA: 0s - loss: 2.8515e-05 - mean_squared_error: 2.8515e-05
Epoch 00039: loss did not improve from 0.00003
2239/2239 [==============================] - 13s 6ms/step - loss: 2.8497e-05 - mean_squared_error: 2.8497e-05 - val_loss: 1.1971e-05 - val_mean_squared_error: 1.1971e-05
Epoch 40/500
2238/2239 [============================>.] - ETA: 0s - loss: 2.8036e-05 - mean_squared_error: 2.8036e-05
Epoch 00040: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/33\40-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 2.8031e-05 - mean_squared_error: 2.8031e-05 - val_loss: 1.3245e-05 - val_mean_squared_error: 1.3245e-05
Epoch 41/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.8378e-05 - mean_squared_error: 2.8378e-05
Epoch 00041: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8412e-05 - mean_squared_error: 2.8412e-05 - val_loss: 1.4912e-05 - val_mean_squared_error: 1.4912e-05
Epoch 42/500
2239/2239 [==============================] - ETA: 0s - loss: 2.8327e-05 - mean_squared_error: 2.8327e-05
Epoch 00042: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8327e-05 - mean_squared_error: 2.8327e-05 - val_loss: 1.3546e-05 - val_mean_squared_error: 1.3546e-05
Epoch 43/500
2236/2239 [============================>.] - ETA: 0s - loss: 2.8157e-05 - mean_squared_error: 2.8157e-05
Epoch 00043: loss did not improve from 0.00003
2239/2239 [==============================] - 23s 10ms/step - loss: 2.8132e-05 - mean_squared_error: 2.8132e-05 - val_loss: 1.0827e-05 - val_mean_squared_error: 1.0827e-05
Epoch 44/500
2235/2239 [============================>.] - ETA: 0s - loss: 2.8130e-05 - mean_squared_error: 2.8130e-05
Epoch 00044: loss did not improve from 0.00003
2239/2239 [==============================] - 18s 8ms/step - loss: 2.8128e-05 - mean_squared_error: 2.8128e-05 - val_loss: 1.1178e-05 - val_mean_squared_error: 1.1178e-05
Epoch 45/500
2229/2239 [============================>.] - ETA: 0s - loss: 2.8145e-05 - mean_squared_error: 2.8145e-05
Epoch 00045: loss did not improve from 0.00003
2239/2239 [==============================] - 14s 6ms/step - loss: 2.8151e-05 - mean_squared_error: 2.8151e-05 - val_loss: 1.1506e-05 - val_mean_squared_error: 1.1506e-05
Epoch 00045: early stopping
Epoch 1/500
1013/1023 [============================>.] - ETA: 0s - loss: 7.6729e-05 - mean_squared_error: 7.6729e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/34\01-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 7.6097e-05 - mean_squared_error: 7.6097e-05 - val_loss: 2.4609e-05 - val_mean_squared_error: 2.4609e-05
Epoch 2/500
1023/1023 [==============================] - ETA: 0s - loss: 6.7263e-05 - mean_squared_error: 6.7263e-05
Epoch 00002: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/34\02-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 6.7263e-05 - mean_squared_error: 6.7263e-05 - val_loss: 2.6081e-05 - val_mean_squared_error: 2.6081e-05
Epoch 3/500
1021/1023 [============================>.] - ETA: 0s - loss: 6.6765e-05 - mean_squared_error: 6.6765e-05
Epoch 00003: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/34\03-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 6.6663e-05 - mean_squared_error: 6.6663e-05 - val_loss: 2.3813e-05 - val_mean_squared_error: 2.3813e-05
Epoch 4/500
1016/1023 [============================>.] - ETA: 0s - loss: 6.2516e-05 - mean_squared_error: 6.2516e-05
Epoch 00004: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/34\04-0.0000.hdf5
1023/1023 [==============================] - 7s 7ms/step - loss: 6.2155e-05 - mean_squared_error: 6.2155e-05 - val_loss: 2.3407e-05 - val_mean_squared_error: 2.3407e-05
Epoch 5/500
1014/1023 [============================>.] - ETA: 0s - loss: 6.0291e-05 - mean_squared_error: 6.0291e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/34\05-0.0000.hdf5
1023/1023 [==============================] - 6s 5ms/step - loss: 5.9874e-05 - mean_squared_error: 5.9874e-05 - val_loss: 2.3198e-05 - val_mean_squared_error: 2.3198e-05
Epoch 6/500
1013/1023 [============================>.] - ETA: 0s - loss: 5.7089e-05 - mean_squared_error: 5.7089e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/34\06-0.0000.hdf5
1023/1023 [==============================] - 6s 6ms/step - loss: 5.6714e-05 - mean_squared_error: 5.6714e-05 - val_loss: 2.3891e-05 - val_mean_squared_error: 2.3891e-05
Epoch 7/500
1021/1023 [============================>.] - ETA: 0s - loss: 5.5289e-05 - mean_squared_error: 5.5289e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/34\07-0.0000.hdf5
1023/1023 [==============================] - 9s 9ms/step - loss: 5.5202e-05 - mean_squared_error: 5.5202e-05 - val_loss: 2.6447e-05 - val_mean_squared_error: 2.6447e-05
Epoch 8/500
1016/1023 [============================>.] - ETA: 0s - loss: 5.0629e-05 - mean_squared_error: 5.0629e-05
Epoch 00008: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/34\08-0.0000.hdf5
1023/1023 [==============================] - 8s 8ms/step - loss: 5.0463e-05 - mean_squared_error: 5.0463e-05 - val_loss: 2.2956e-05 - val_mean_squared_error: 2.2956e-05
Epoch 9/500
1022/1023 [============================>.] - ETA: 0s - loss: 5.0756e-05 - mean_squared_error: 5.0756e-05
Epoch 00009: loss did not improve from 0.00005
1023/1023 [==============================] - 8s 7ms/step - loss: 5.0720e-05 - mean_squared_error: 5.0720e-05 - val_loss: 2.2701e-05 - val_mean_squared_error: 2.2701e-05
Epoch 10/500
1017/1023 [============================>.] - ETA: 0s - loss: 4.8346e-05 - mean_squared_error: 4.8346e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\10-0.0000.hdf5
1023/1023 [==============================] - 7s 7ms/step - loss: 4.8234e-05 - mean_squared_error: 4.8234e-05 - val_loss: 2.6236e-05 - val_mean_squared_error: 2.6236e-05
Epoch 11/500
1021/1023 [============================>.] - ETA: 0s - loss: 4.8158e-05 - mean_squared_error: 4.8158e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\11-0.0000.hdf5
1023/1023 [==============================] - 11s 11ms/step - loss: 4.8085e-05 - mean_squared_error: 4.8085e-05 - val_loss: 2.6406e-05 - val_mean_squared_error: 2.6406e-05
Epoch 12/500
1018/1023 [============================>.] - ETA: 0s - loss: 4.6687e-05 - mean_squared_error: 4.6687e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\12-0.0000.hdf5
1023/1023 [==============================] - 19s 18ms/step - loss: 4.6689e-05 - mean_squared_error: 4.6689e-05 - val_loss: 2.2487e-05 - val_mean_squared_error: 2.2487e-05
Epoch 13/500
1023/1023 [==============================] - ETA: 0s - loss: 4.5308e-05 - mean_squared_error: 4.5308e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/34\13-0.0000.hdf5
1023/1023 [==============================] - 14s 13ms/step - loss: 4.5308e-05 - mean_squared_error: 4.5308e-05 - val_loss: 2.2630e-05 - val_mean_squared_error: 2.2630e-05
Epoch 14/500
1021/1023 [============================>.] - ETA: 0s - loss: 4.5955e-05 - mean_squared_error: 4.5955e-05
Epoch 00014: loss did not improve from 0.00005
1023/1023 [==============================] - 12s 12ms/step - loss: 4.5892e-05 - mean_squared_error: 4.5892e-05 - val_loss: 2.2598e-05 - val_mean_squared_error: 2.2598e-05
Epoch 15/500
1017/1023 [============================>.] - ETA: 0s - loss: 4.6706e-05 - mean_squared_error: 4.6706e-05
Epoch 00015: loss did not improve from 0.00005
1023/1023 [==============================] - 9s 9ms/step - loss: 4.6502e-05 - mean_squared_error: 4.6502e-05 - val_loss: 2.4328e-05 - val_mean_squared_error: 2.4328e-05
Epoch 16/500
1016/1023 [============================>.] - ETA: 0s - loss: 4.4761e-05 - mean_squared_error: 4.4761e-05
Epoch 00016: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/34\16-0.0000.hdf5
1023/1023 [==============================] - 8s 8ms/step - loss: 4.4545e-05 - mean_squared_error: 4.4545e-05 - val_loss: 2.8656e-05 - val_mean_squared_error: 2.8656e-05
Epoch 17/500
1017/1023 [============================>.] - ETA: 0s - loss: 4.5215e-05 - mean_squared_error: 4.5215e-05
Epoch 00017: loss did not improve from 0.00004
1023/1023 [==============================] - 8s 8ms/step - loss: 4.5036e-05 - mean_squared_error: 4.5036e-05 - val_loss: 2.4745e-05 - val_mean_squared_error: 2.4745e-05
Epoch 18/500
1019/1023 [============================>.] - ETA: 0s - loss: 4.5651e-05 - mean_squared_error: 4.5651e-05
Epoch 00018: loss did not improve from 0.00004
1023/1023 [==============================] - 8s 7ms/step - loss: 4.5516e-05 - mean_squared_error: 4.5516e-05 - val_loss: 2.1993e-05 - val_mean_squared_error: 2.1993e-05
Epoch 19/500
1018/1023 [============================>.] - ETA: 0s - loss: 4.5840e-05 - mean_squared_error: 4.5840e-05
Epoch 00019: loss did not improve from 0.00004
1023/1023 [==============================] - 8s 7ms/step - loss: 4.5668e-05 - mean_squared_error: 4.5668e-05 - val_loss: 2.2363e-05 - val_mean_squared_error: 2.2363e-05
Epoch 20/500
1018/1023 [============================>.] - ETA: 0s - loss: 4.6960e-05 - mean_squared_error: 4.6960e-05
Epoch 00020: loss did not improve from 0.00004
1023/1023 [==============================] - 6s 6ms/step - loss: 4.6813e-05 - mean_squared_error: 4.6813e-05 - val_loss: 2.2019e-05 - val_mean_squared_error: 2.2019e-05
Epoch 21/500
1021/1023 [============================>.] - ETA: 0s - loss: 4.7651e-05 - mean_squared_error: 4.7651e-05
Epoch 00021: loss did not improve from 0.00004
1023/1023 [==============================] - 7s 7ms/step - loss: 4.7587e-05 - mean_squared_error: 4.7587e-05 - val_loss: 2.2889e-05 - val_mean_squared_error: 2.2889e-05
Epoch 00021: early stopping
Epoch 1/500
1781/1792 [============================>.] - ETA: 0s - loss: 4.4319e-06 - mean_squared_error: 4.4319e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/35\01-0.0000.hdf5
1792/1792 [==============================] - 15s 8ms/step - loss: 4.4117e-06 - mean_squared_error: 4.4117e-06 - val_loss: 2.4402e-06 - val_mean_squared_error: 2.4402e-06
Epoch 2/500
1789/1792 [============================>.] - ETA: 0s - loss: 3.3522e-06 - mean_squared_error: 3.3522e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\02-0.0000.hdf5
1792/1792 [==============================] - 12s 7ms/step - loss: 3.3471e-06 - mean_squared_error: 3.3471e-06 - val_loss: 2.7031e-06 - val_mean_squared_error: 2.7031e-06
Epoch 3/500
1790/1792 [============================>.] - ETA: 0s - loss: 3.3561e-06 - mean_squared_error: 3.3561e-06
Epoch 00003: loss did not improve from 0.00000
1792/1792 [==============================] - 10s 6ms/step - loss: 3.3534e-06 - mean_squared_error: 3.3534e-06 - val_loss: 2.6401e-06 - val_mean_squared_error: 2.6401e-06
Epoch 4/500
1785/1792 [============================>.] - ETA: 0s - loss: 3.3049e-06 - mean_squared_error: 3.3049e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\04-0.0000.hdf5
1792/1792 [==============================] - 11s 6ms/step - loss: 3.2962e-06 - mean_squared_error: 3.2962e-06 - val_loss: 3.0276e-06 - val_mean_squared_error: 3.0276e-06
Epoch 5/500
1785/1792 [============================>.] - ETA: 0s - loss: 3.4508e-06 - mean_squared_error: 3.4508e-06
Epoch 00005: loss did not improve from 0.00000
1792/1792 [==============================] - 11s 6ms/step - loss: 3.4419e-06 - mean_squared_error: 3.4419e-06 - val_loss: 2.4893e-06 - val_mean_squared_error: 2.4893e-06
Epoch 6/500
1792/1792 [==============================] - ETA: 0s - loss: 3.0223e-06 - mean_squared_error: 3.0223e-06
Epoch 00006: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\06-0.0000.hdf5
1792/1792 [==============================] - 11s 6ms/step - loss: 3.0223e-06 - mean_squared_error: 3.0223e-06 - val_loss: 2.4476e-06 - val_mean_squared_error: 2.4476e-06
Epoch 7/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.9997e-06 - mean_squared_error: 2.9997e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\07-0.0000.hdf5
1792/1792 [==============================] - 18s 10ms/step - loss: 3.0007e-06 - mean_squared_error: 3.0007e-06 - val_loss: 3.1209e-06 - val_mean_squared_error: 3.1209e-06
Epoch 8/500
1787/1792 [============================>.] - ETA: 0s - loss: 3.0464e-06 - mean_squared_error: 3.0464e-06 ETA: 2s - loss: 3.2373e-06 - ETA:
Epoch 00008: loss did not improve from 0.00000
1792/1792 [==============================] - 13s 8ms/step - loss: 3.0406e-06 - mean_squared_error: 3.0406e-06 - val_loss: 2.6470e-06 - val_mean_squared_error: 2.6470e-06
Epoch 9/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.9609e-06 - mean_squared_error: 2.9609e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\09-0.0000.hdf5
1792/1792 [==============================] - 12s 7ms/step - loss: 2.9573e-06 - mean_squared_error: 2.9573e-06 - val_loss: 2.7630e-06 - val_mean_squared_error: 2.7630e-06
Epoch 10/500
1784/1792 [============================>.] - ETA: 0s - loss: 2.7341e-06 - mean_squared_error: 2.7341e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\10-0.0000.hdf5
1792/1792 [==============================] - 10s 6ms/step - loss: 2.7327e-06 - mean_squared_error: 2.7327e-06 - val_loss: 2.5921e-06 - val_mean_squared_error: 2.5921e-06
Epoch 11/500
1780/1792 [============================>.] - ETA: 0s - loss: 2.7790e-06 - mean_squared_error: 2.7790e-06
Epoch 00011: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.8356e-06 - mean_squared_error: 2.8356e-06 - val_loss: 3.5894e-06 - val_mean_squared_error: 3.5894e-06
Epoch 12/500
1782/1792 [============================>.] - ETA: 0s - loss: 2.9242e-06 - mean_squared_error: 2.9242e-06
Epoch 00012: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.9114e-06 - mean_squared_error: 2.9114e-06 - val_loss: 2.6885e-06 - val_mean_squared_error: 2.6885e-06
Epoch 13/500
1786/1792 [============================>.] - ETA: 0s - loss: 2.9056e-06 - mean_squared_error: 2.9056e-06
Epoch 00013: loss did not improve from 0.00000
1792/1792 [==============================] - 10s 5ms/step - loss: 2.9003e-06 - mean_squared_error: 2.9003e-06 - val_loss: 2.7091e-06 - val_mean_squared_error: 2.7091e-06
Epoch 14/500
1792/1792 [==============================] - ETA: 0s - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\14-0.0000.hdf5
1792/1792 [==============================] - 11s 6ms/step - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06 - val_loss: 2.5495e-06 - val_mean_squared_error: 2.5495e-06
Epoch 15/500
1785/1792 [============================>.] - ETA: 0s - loss: 2.5762e-06 - mean_squared_error: 2.5762e-06
Epoch 00015: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\15-0.0000.hdf5
1792/1792 [==============================] - 10s 5ms/step - loss: 2.5880e-06 - mean_squared_error: 2.5880e-06 - val_loss: 4.1163e-06 - val_mean_squared_error: 4.1163e-06
Epoch 16/500
1790/1792 [============================>.] - ETA: 0s - loss: 2.6613e-06 - mean_squared_error: 2.6613e-06
Epoch 00016: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06 - val_loss: 4.3371e-06 - val_mean_squared_error: 4.3371e-06
Epoch 17/500
1782/1792 [============================>.] - ETA: 0s - loss: 2.6837e-06 - mean_squared_error: 2.6837e-06
Epoch 00017: loss did not improve from 0.00000
1792/1792 [==============================] - 9s 5ms/step - loss: 2.6717e-06 - mean_squared_error: 2.6717e-06 - val_loss: 2.5732e-06 - val_mean_squared_error: 2.5732e-06
Epoch 18/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.8934e-06 - mean_squared_error: 2.8934e-06
Epoch 00018: loss did not improve from 0.00000
1792/1792 [==============================] - 11s 6ms/step - loss: 2.8983e-06 - mean_squared_error: 2.8983e-06 - val_loss: 2.9950e-06 - val_mean_squared_error: 2.9950e-06
Epoch 19/500
1786/1792 [============================>.] - ETA: 0s - loss: 2.5860e-06 - mean_squared_error: 2.5860e-06
Epoch 00019: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\19-0.0000.hdf5
1792/1792 [==============================] - 13s 7ms/step - loss: 2.5815e-06 - mean_squared_error: 2.5815e-06 - val_loss: 2.5255e-06 - val_mean_squared_error: 2.5255e-06
Epoch 20/500
1792/1792 [==============================] - ETA: 0s - loss: 2.6435e-06 - mean_squared_error: 2.6435e-06
Epoch 00020: loss did not improve from 0.00000
1792/1792 [==============================] - 14s 8ms/step - loss: 2.6435e-06 - mean_squared_error: 2.6435e-06 - val_loss: 2.6740e-06 - val_mean_squared_error: 2.6740e-06
Epoch 21/500
1792/1792 [==============================] - ETA: 0s - loss: 2.6181e-06 - mean_squared_error: 2.6181e-06
Epoch 00021: loss did not improve from 0.00000
1792/1792 [==============================] - 19s 10ms/step - loss: 2.6181e-06 - mean_squared_error: 2.6181e-06 - val_loss: 2.5579e-06 - val_mean_squared_error: 2.5579e-06
Epoch 22/500
1786/1792 [============================>.] - ETA: 0s - loss: 2.6043e-06 - mean_squared_error: 2.6043e-06
Epoch 00022: loss did not improve from 0.00000
1792/1792 [==============================] - 16s 9ms/step - loss: 2.5969e-06 - mean_squared_error: 2.5969e-06 - val_loss: 2.5921e-06 - val_mean_squared_error: 2.5921e-06
Epoch 23/500
1782/1792 [============================>.] - ETA: 0s - loss: 2.5247e-06 - mean_squared_error: 2.5247e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/35\23-0.0000.hdf5
1792/1792 [==============================] - 12s 7ms/step - loss: 2.5125e-06 - mean_squared_error: 2.5125e-06 - val_loss: 2.5859e-06 - val_mean_squared_error: 2.5859e-06
Epoch 24/500
1789/1792 [============================>.] - ETA: 0s - loss: 2.6570e-06 - mean_squared_error: 2.6570e-06
Epoch 00024: loss did not improve from 0.00000
1792/1792 [==============================] - 12s 7ms/step - loss: 2.6557e-06 - mean_squared_error: 2.6557e-06 - val_loss: 3.0339e-06 - val_mean_squared_error: 3.0339e-06
Epoch 25/500
1787/1792 [============================>.] - ETA: 0s - loss: 2.5960e-06 - mean_squared_error: 2.5960e-06
Epoch 00025: loss did not improve from 0.00000
1792/1792 [==============================] - 13s 7ms/step - loss: 2.5906e-06 - mean_squared_error: 2.5906e-06 - val_loss: 2.8837e-06 - val_mean_squared_error: 2.8837e-06
Epoch 26/500
1791/1792 [============================>.] - ETA: 0s - loss: 2.7071e-06 - mean_squared_error: 2.7071e-06
Epoch 00026: loss did not improve from 0.00000
1792/1792 [==============================] - 12s 6ms/step - loss: 2.7056e-06 - mean_squared_error: 2.7056e-06 - val_loss: 2.4863e-06 - val_mean_squared_error: 2.4863e-06
Epoch 27/500
1790/1792 [============================>.] - ETA: 0s - loss: 2.5620e-06 - mean_squared_error: 2.5620e-06
Epoch 00027: loss did not improve from 0.00000
1792/1792 [==============================] - 11s 6ms/step - loss: 2.5604e-06 - mean_squared_error: 2.5604e-06 - val_loss: 2.8976e-06 - val_mean_squared_error: 2.8976e-06
Epoch 28/500
1784/1792 [============================>.] - ETA: 0s - loss: 2.5568e-06 - mean_squared_error: 2.5568e-06
Epoch 00028: loss did not improve from 0.00000
1792/1792 [==============================] - 10s 5ms/step - loss: 2.5472e-06 - mean_squared_error: 2.5472e-06 - val_loss: 2.7216e-06 - val_mean_squared_error: 2.7216e-06
Epoch 00028: early stopping
Epoch 1/500
1823/1829 [============================>.] - ETA: 0s - loss: 4.5357e-06 - mean_squared_error: 4.5357e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/36\01-0.0000.hdf5
1829/1829 [==============================] - 11s 6ms/step - loss: 4.5251e-06 - mean_squared_error: 4.5251e-06 - val_loss: 2.2052e-06 - val_mean_squared_error: 2.2052e-06
Epoch 2/500
1826/1829 [============================>.] - ETA: 0s - loss: 4.1598e-06 - mean_squared_error: 4.1598e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\02-0.0000.hdf5
1829/1829 [==============================] - 11s 6ms/step - loss: 4.1552e-06 - mean_squared_error: 4.1552e-06 - val_loss: 1.6803e-06 - val_mean_squared_error: 1.6803e-06
Epoch 3/500
1825/1829 [============================>.] - ETA: 0s - loss: 3.8380e-06 - mean_squared_error: 3.8380e-06
Epoch 00003: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\03-0.0000.hdf5
1829/1829 [==============================] - 14s 8ms/step - loss: 3.8328e-06 - mean_squared_error: 3.8328e-06 - val_loss: 1.5705e-06 - val_mean_squared_error: 1.5705e-06
Epoch 4/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.8318e-06 - mean_squared_error: 3.8318e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\04-0.0000.hdf5
1829/1829 [==============================] - 18s 10ms/step - loss: 3.8310e-06 - mean_squared_error: 3.8310e-06 - val_loss: 1.8453e-06 - val_mean_squared_error: 1.8453e-06
Epoch 5/500
1824/1829 [============================>.] - ETA: 0s - loss: 3.9219e-06 - mean_squared_error: 3.9219e-06
Epoch 00005: loss did not improve from 0.00000
1829/1829 [==============================] - 18s 10ms/step - loss: 3.9173e-06 - mean_squared_error: 3.9173e-06 - val_loss: 2.2148e-06 - val_mean_squared_error: 2.2148e-06
Epoch 6/500
1825/1829 [============================>.] - ETA: 0s - loss: 3.9158e-06 - mean_squared_error: 3.9158e-06
Epoch 00006: loss did not improve from 0.00000
1829/1829 [==============================] - 12s 6ms/step - loss: 3.9106e-06 - mean_squared_error: 3.9106e-06 - val_loss: 1.9512e-06 - val_mean_squared_error: 1.9512e-06
Epoch 7/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.5291e-06 - mean_squared_error: 3.5291e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\07-0.0000.hdf5
1829/1829 [==============================] - 11s 6ms/step - loss: 3.5284e-06 - mean_squared_error: 3.5284e-06 - val_loss: 1.8991e-06 - val_mean_squared_error: 1.8991e-06
Epoch 8/500
1821/1829 [============================>.] - ETA: 0s - loss: 3.7779e-06 - mean_squared_error: 3.7779e-06
Epoch 00008: loss did not improve from 0.00000
1829/1829 [==============================] - 13s 7ms/step - loss: 3.7744e-06 - mean_squared_error: 3.7744e-06 - val_loss: 2.6024e-06 - val_mean_squared_error: 2.6024e-06
Epoch 9/500
1820/1829 [============================>.] - ETA: 0s - loss: 3.6907e-06 - mean_squared_error: 3.6907e-06
Epoch 00009: loss did not improve from 0.00000
1829/1829 [==============================] - 11s 6ms/step - loss: 3.6830e-06 - mean_squared_error: 3.6830e-06 - val_loss: 1.7974e-06 - val_mean_squared_error: 1.7974e-06
Epoch 10/500
1821/1829 [============================>.] - ETA: 0s - loss: 3.7286e-06 - mean_squared_error: 3.7286e-06
Epoch 00010: loss did not improve from 0.00000
1829/1829 [==============================] - 9s 5ms/step - loss: 3.7204e-06 - mean_squared_error: 3.7204e-06 - val_loss: 2.4215e-06 - val_mean_squared_error: 2.4215e-06
Epoch 11/500
1819/1829 [============================>.] - ETA: 0s - loss: 3.6969e-06 - mean_squared_error: 3.6969e-06
Epoch 00011: loss did not improve from 0.00000
1829/1829 [==============================] - 10s 5ms/step - loss: 3.6827e-06 - mean_squared_error: 3.6827e-06 - val_loss: 1.6024e-06 - val_mean_squared_error: 1.6024e-06
Epoch 12/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.4541e-06 - mean_squared_error: 3.4541e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\12-0.0000.hdf5
1829/1829 [==============================] - 9s 5ms/step - loss: 3.4534e-06 - mean_squared_error: 3.4534e-06 - val_loss: 6.5450e-06 - val_mean_squared_error: 6.5450e-06
Epoch 13/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.3858e-06 - mean_squared_error: 3.3858e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/36\13-0.0000.hdf5
1829/1829 [==============================] - 10s 5ms/step - loss: 3.3906e-06 - mean_squared_error: 3.3906e-06 - val_loss: 1.8329e-06 - val_mean_squared_error: 1.8329e-06
Epoch 14/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.7159e-06 - mean_squared_error: 3.7159e-06
Epoch 00014: loss did not improve from 0.00000
1829/1829 [==============================] - 10s 5ms/step - loss: 3.7151e-06 - mean_squared_error: 3.7151e-06 - val_loss: 1.2583e-06 - val_mean_squared_error: 1.2583e-06
Epoch 15/500
1822/1829 [============================>.] - ETA: 0s - loss: 3.8870e-06 - mean_squared_error: 3.8870e-06
Epoch 00015: loss did not improve from 0.00000
1829/1829 [==============================] - 10s 6ms/step - loss: 3.8845e-06 - mean_squared_error: 3.8845e-06 - val_loss: 1.5878e-06 - val_mean_squared_error: 1.5878e-06
Epoch 16/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.5127e-06 - mean_squared_error: 3.5127e-06
Epoch 00016: loss did not improve from 0.00000
1829/1829 [==============================] - 11s 6ms/step - loss: 3.5121e-06 - mean_squared_error: 3.5121e-06 - val_loss: 1.4651e-06 - val_mean_squared_error: 1.4651e-06
Epoch 17/500
1828/1829 [============================>.] - ETA: 0s - loss: 3.4250e-06 - mean_squared_error: 3.4250e-06
Epoch 00017: loss did not improve from 0.00000
1829/1829 [==============================] - 11s 6ms/step - loss: 3.4245e-06 - mean_squared_error: 3.4245e-06 - val_loss: 1.5942e-06 - val_mean_squared_error: 1.5942e-06
Epoch 18/500
1826/1829 [============================>.] - ETA: 0s - loss: 3.5022e-06 - mean_squared_error: 3.5022e-06
Epoch 00018: loss did not improve from 0.00000
1829/1829 [==============================] - 12s 7ms/step - loss: 3.5060e-06 - mean_squared_error: 3.5060e-06 - val_loss: 1.9120e-06 - val_mean_squared_error: 1.9120e-06
Epoch 00018: early stopping
Epoch 1/500
2156/2156 [==============================] - ETA: 0s - loss: 5.0688e-06 - mean_squared_error: 5.0688e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/37\01-0.0000.hdf5
2156/2156 [==============================] - 15s 7ms/step - loss: 5.0688e-06 - mean_squared_error: 5.0688e-06 - val_loss: 4.6900e-06 - val_mean_squared_error: 4.6900e-06
Epoch 2/500
2154/2156 [============================>.] - ETA: 0s - loss: 5.1066e-06 - mean_squared_error: 5.1066e-06
Epoch 00002: loss did not improve from 0.00001
2156/2156 [==============================] - 13s 6ms/step - loss: 5.1031e-06 - mean_squared_error: 5.1031e-06 - val_loss: 3.4339e-06 - val_mean_squared_error: 3.4339e-06
Epoch 3/500
2156/2156 [==============================] - ETA: 0s - loss: 5.1306e-06 - mean_squared_error: 5.1306e-06
Epoch 00003: loss did not improve from 0.00001
2156/2156 [==============================] - 12s 5ms/step - loss: 5.1306e-06 - mean_squared_error: 5.1306e-06 - val_loss: 3.1105e-06 - val_mean_squared_error: 3.1105e-06
Epoch 4/500
2147/2156 [============================>.] - ETA: 0s - loss: 4.9181e-06 - mean_squared_error: 4.9181e-06
Epoch 00004: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/37\04-0.0000.hdf5
2156/2156 [==============================] - 11s 5ms/step - loss: 4.9092e-06 - mean_squared_error: 4.9092e-06 - val_loss: 3.1595e-06 - val_mean_squared_error: 3.1595e-06
Epoch 5/500
2148/2156 [============================>.] - ETA: 0s - loss: 5.1112e-06 - mean_squared_error: 5.1112e-06
Epoch 00005: loss did not improve from 0.00000
2156/2156 [==============================] - 11s 5ms/step - loss: 5.1043e-06 - mean_squared_error: 5.1043e-06 - val_loss: 4.0292e-06 - val_mean_squared_error: 4.0292e-06
Epoch 6/500
2152/2156 [============================>.] - ETA: 0s - loss: 4.9233e-06 - mean_squared_error: 4.9233e-06
Epoch 00006: loss did not improve from 0.00000
2156/2156 [==============================] - 11s 5ms/step - loss: 5.0015e-06 - mean_squared_error: 5.0015e-06 - val_loss: 3.1204e-06 - val_mean_squared_error: 3.1204e-06
Epoch 7/500
2156/2156 [==============================] - ETA: 0s - loss: 4.7970e-06 - mean_squared_error: 4.7970e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/37\07-0.0000.hdf5
2156/2156 [==============================] - 11s 5ms/step - loss: 4.7970e-06 - mean_squared_error: 4.7970e-06 - val_loss: 4.0923e-06 - val_mean_squared_error: 4.0923e-06
Epoch 8/500
2153/2156 [============================>.] - ETA: 0s - loss: 4.6907e-06 - mean_squared_error: 4.6907e-06
Epoch 00008: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/37\08-0.0000.hdf5
2156/2156 [==============================] - 11s 5ms/step - loss: 4.6904e-06 - mean_squared_error: 4.6904e-06 - val_loss: 3.2385e-06 - val_mean_squared_error: 3.2385e-06
Epoch 9/500
2149/2156 [============================>.] - ETA: 0s - loss: 4.9587e-06 - mean_squared_error: 4.9587e-06
Epoch 00009: loss did not improve from 0.00000
2156/2156 [==============================] - 12s 5ms/step - loss: 4.9654e-06 - mean_squared_error: 4.9654e-06 - val_loss: 3.5946e-06 - val_mean_squared_error: 3.5946e-06
Epoch 10/500
2156/2156 [==============================] - ETA: 0s - loss: 4.8591e-06 - mean_squared_error: 4.8591e-06
Epoch 00010: loss did not improve from 0.00000
2156/2156 [==============================] - 12s 6ms/step - loss: 4.8591e-06 - mean_squared_error: 4.8591e-06 - val_loss: 5.8629e-06 - val_mean_squared_error: 5.8629e-06
Epoch 11/500
2156/2156 [==============================] - ETA: 0s - loss: 4.7164e-06 - mean_squared_error: 4.7164e-06
Epoch 00011: loss did not improve from 0.00000
2156/2156 [==============================] - 13s 6ms/step - loss: 4.7164e-06 - mean_squared_error: 4.7164e-06 - val_loss: 3.8595e-06 - val_mean_squared_error: 3.8595e-06
Epoch 12/500
2148/2156 [============================>.] - ETA: 0s - loss: 4.8573e-06 - mean_squared_error: 4.8573e-06
Epoch 00012: loss did not improve from 0.00000
2156/2156 [==============================] - 14s 6ms/step - loss: 4.8551e-06 - mean_squared_error: 4.8551e-06 - val_loss: 3.1809e-06 - val_mean_squared_error: 3.1809e-06
Epoch 13/500
2152/2156 [============================>.] - ETA: 0s - loss: 4.7909e-06 - mean_squared_error: 4.7909e-06
Epoch 00013: loss did not improve from 0.00000
2156/2156 [==============================] - 15s 7ms/step - loss: 4.7854e-06 - mean_squared_error: 4.7854e-06 - val_loss: 3.9679e-06 - val_mean_squared_error: 3.9679e-06
Epoch 00013: early stopping
Epoch 1/500
2057/2058 [============================>.] - ETA: 0s - loss: 4.5863e-05 - mean_squared_error: 4.5863e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/38\01-0.0000.hdf5
2058/2058 [==============================] - 15s 7ms/step - loss: 4.5851e-05 - mean_squared_error: 4.5851e-05 - val_loss: 1.2632e-05 - val_mean_squared_error: 1.2632e-05
Epoch 2/500
2057/2058 [============================>.] - ETA: 0s - loss: 4.3801e-05 - mean_squared_error: 4.3801e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/38\02-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 4.3787e-05 - mean_squared_error: 4.3787e-05 - val_loss: 1.3574e-05 - val_mean_squared_error: 1.3574e-05
Epoch 3/500
2050/2058 [============================>.] - ETA: 0s - loss: 4.2144e-05 - mean_squared_error: 4.2144e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\03-0.0000.hdf5
2058/2058 [==============================] - 11s 5ms/step - loss: 4.2022e-05 - mean_squared_error: 4.2022e-05 - val_loss: 1.4255e-05 - val_mean_squared_error: 1.4255e-05
Epoch 4/500
2053/2058 [============================>.] - ETA: 0s - loss: 4.0040e-05 - mean_squared_error: 4.0040e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\04-0.0000.hdf5
2058/2058 [==============================] - 11s 5ms/step - loss: 3.9949e-05 - mean_squared_error: 3.9949e-05 - val_loss: 1.3135e-05 - val_mean_squared_error: 1.3135e-05
Epoch 5/500
2052/2058 [============================>.] - ETA: 0s - loss: 3.8353e-05 - mean_squared_error: 3.8353e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\05-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 3.8395e-05 - mean_squared_error: 3.8395e-05 - val_loss: 1.5052e-05 - val_mean_squared_error: 1.5052e-05
Epoch 6/500
2050/2058 [============================>.] - ETA: 0s - loss: 3.6596e-05 - mean_squared_error: 3.6596e-05
Epoch 00006: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\06-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 3.6515e-05 - mean_squared_error: 3.6515e-05 - val_loss: 3.0229e-05 - val_mean_squared_error: 3.0229e-05
Epoch 7/500
2051/2058 [============================>.] - ETA: 0s - loss: 3.7160e-05 - mean_squared_error: 3.7160e-05
Epoch 00007: loss did not improve from 0.00004
2058/2058 [==============================] - 11s 5ms/step - loss: 3.7044e-05 - mean_squared_error: 3.7044e-05 - val_loss: 1.3705e-05 - val_mean_squared_error: 1.3705e-05
Epoch 8/500
2058/2058 [==============================] - ETA: 0s - loss: 3.5060e-05 - mean_squared_error: 3.5060e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/38\08-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 3.5060e-05 - mean_squared_error: 3.5060e-05 - val_loss: 1.4513e-05 - val_mean_squared_error: 1.4513e-05
Epoch 9/500
2058/2058 [==============================] - ETA: 0s - loss: 3.1766e-05 - mean_squared_error: 3.1766e-05
Epoch 00009: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/38\09-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 3.1766e-05 - mean_squared_error: 3.1766e-05 - val_loss: 1.4224e-05 - val_mean_squared_error: 1.4224e-05
Epoch 10/500
2057/2058 [============================>.] - ETA: 0s - loss: 2.9579e-05 - mean_squared_error: 2.9579e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\10-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 2.9570e-05 - mean_squared_error: 2.9570e-05 - val_loss: 1.3642e-05 - val_mean_squared_error: 1.3642e-05
Epoch 11/500
2057/2058 [============================>.] - ETA: 0s - loss: 3.4118e-05 - mean_squared_error: 3.4118e-05
Epoch 00011: loss did not improve from 0.00003
2058/2058 [==============================] - 14s 7ms/step - loss: 3.4107e-05 - mean_squared_error: 3.4107e-05 - val_loss: 1.3651e-05 - val_mean_squared_error: 1.3651e-05
Epoch 12/500
2052/2058 [============================>.] - ETA: 0s - loss: 2.6594e-05 - mean_squared_error: 2.6594e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\12-0.0000.hdf5
2058/2058 [==============================] - 15s 7ms/step - loss: 2.6540e-05 - mean_squared_error: 2.6540e-05 - val_loss: 1.3260e-05 - val_mean_squared_error: 1.3260e-05
Epoch 13/500
2054/2058 [============================>.] - ETA: 0s - loss: 2.0518e-05 - mean_squared_error: 2.0518e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\13-0.0000.hdf5
2058/2058 [==============================] - 13s 6ms/step - loss: 2.5398e-05 - mean_squared_error: 2.5398e-05 - val_loss: 2.8989e-05 - val_mean_squared_error: 2.8989e-05
Epoch 14/500
2057/2058 [============================>.] - ETA: 0s - loss: 2.9763e-05 - mean_squared_error: 2.9763e-05
Epoch 00014: loss did not improve from 0.00003
2058/2058 [==============================] - 12s 6ms/step - loss: 2.9753e-05 - mean_squared_error: 2.9753e-05 - val_loss: 1.4343e-05 - val_mean_squared_error: 1.4343e-05
Epoch 15/500
2048/2058 [============================>.] - ETA: 0s - loss: 2.7988e-05 - mean_squared_error: 2.7988e-05
Epoch 00015: loss did not improve from 0.00003
2058/2058 [==============================] - 11s 6ms/step - loss: 2.7996e-05 - mean_squared_error: 2.7996e-05 - val_loss: 1.5752e-05 - val_mean_squared_error: 1.5752e-05
Epoch 16/500
2052/2058 [============================>.] - ETA: 0s - loss: 2.5299e-05 - mean_squared_error: 2.5299e-05
Epoch 00016: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/38\16-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 2.5278e-05 - mean_squared_error: 2.5278e-05 - val_loss: 1.3936e-05 - val_mean_squared_error: 1.3936e-05
Epoch 17/500
2056/2058 [============================>.] - ETA: 0s - loss: 2.3495e-05 - mean_squared_error: 2.3495e-05
Epoch 00017: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/38\17-0.0000.hdf5
2058/2058 [==============================] - 10s 5ms/step - loss: 2.3479e-05 - mean_squared_error: 2.3479e-05 - val_loss: 1.3824e-05 - val_mean_squared_error: 1.3824e-05
Epoch 18/500
2057/2058 [============================>.] - ETA: 0s - loss: 2.1790e-05 - mean_squared_error: 2.1790e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\18-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 2.1784e-05 - mean_squared_error: 2.1784e-05 - val_loss: 1.4314e-05 - val_mean_squared_error: 1.4314e-05
Epoch 19/500
2052/2058 [============================>.] - ETA: 0s - loss: 2.0937e-05 - mean_squared_error: 2.0937e-05
Epoch 00019: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\19-0.0000.hdf5
2058/2058 [==============================] - 11s 6ms/step - loss: 2.0883e-05 - mean_squared_error: 2.0883e-05 - val_loss: 1.3856e-05 - val_mean_squared_error: 1.3856e-05
Epoch 20/500
2056/2058 [============================>.] - ETA: 0s - loss: 1.9092e-05 - mean_squared_error: 1.9092e-05
Epoch 00020: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\20-0.0000.hdf5
2058/2058 [==============================] - 12s 6ms/step - loss: 1.9078e-05 - mean_squared_error: 1.9078e-05 - val_loss: 1.7081e-05 - val_mean_squared_error: 1.7081e-05
Epoch 21/500
2055/2058 [============================>.] - ETA: 0s - loss: 2.1274e-05 - mean_squared_error: 2.1274e-05
Epoch 00021: loss did not improve from 0.00002
2058/2058 [==============================] - 13s 6ms/step - loss: 2.1257e-05 - mean_squared_error: 2.1257e-05 - val_loss: 1.6405e-05 - val_mean_squared_error: 1.6405e-05
Epoch 22/500
2055/2058 [============================>.] - ETA: 0s - loss: 2.1031e-05 - mean_squared_error: 2.1031e-05
Epoch 00022: loss did not improve from 0.00002
2058/2058 [==============================] - 22s 11ms/step - loss: 2.1005e-05 - mean_squared_error: 2.1005e-05 - val_loss: 1.3621e-05 - val_mean_squared_error: 1.3621e-05
Epoch 23/500
2053/2058 [============================>.] - ETA: 0s - loss: 2.2952e-05 - mean_squared_error: 2.2952e-05
Epoch 00023: loss did not improve from 0.00002
2058/2058 [==============================] - 22s 11ms/step - loss: 2.2942e-05 - mean_squared_error: 2.2942e-05 - val_loss: 1.3633e-05 - val_mean_squared_error: 1.3633e-05
Epoch 24/500
2049/2058 [============================>.] - ETA: 0s - loss: 1.8781e-05 - mean_squared_error: 1.8781e-05
Epoch 00024: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\24-0.0000.hdf5
2058/2058 [==============================] - 16s 8ms/step - loss: 1.8725e-05 - mean_squared_error: 1.8725e-05 - val_loss: 1.3488e-05 - val_mean_squared_error: 1.3488e-05
Epoch 25/500
2056/2058 [============================>.] - ETA: 0s - loss: 1.9174e-05 - mean_squared_error: 1.9174e-05
Epoch 00025: loss did not improve from 0.00002
2058/2058 [==============================] - 14s 7ms/step - loss: 1.9159e-05 - mean_squared_error: 1.9159e-05 - val_loss: 1.4325e-05 - val_mean_squared_error: 1.4325e-05
Epoch 26/500
2053/2058 [============================>.] - ETA: 0s - loss: 2.0957e-05 - mean_squared_error: 2.0957e-05
Epoch 00026: loss did not improve from 0.00002
2058/2058 [==============================] - 11s 6ms/step - loss: 2.0912e-05 - mean_squared_error: 2.0912e-05 - val_loss: 1.3544e-05 - val_mean_squared_error: 1.3544e-05
Epoch 27/500
2048/2058 [============================>.] - ETA: 0s - loss: 2.0199e-05 - mean_squared_error: 2.0199e-05
Epoch 00027: loss did not improve from 0.00002
2058/2058 [==============================] - 10s 5ms/step - loss: 2.0287e-05 - mean_squared_error: 2.0287e-05 - val_loss: 1.4752e-05 - val_mean_squared_error: 1.4752e-05
Epoch 28/500
2057/2058 [============================>.] - ETA: 0s - loss: 1.7450e-05 - mean_squared_error: 1.7450e-05
Epoch 00028: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/38\28-0.0000.hdf5
2058/2058 [==============================] - 11s 5ms/step - loss: 1.7445e-05 - mean_squared_error: 1.7445e-05 - val_loss: 1.3820e-05 - val_mean_squared_error: 1.3820e-05
Epoch 29/500
2054/2058 [============================>.] - ETA: 0s - loss: 1.7634e-05 - mean_squared_error: 1.7634e-05
Epoch 00029: loss did not improve from 0.00002
2058/2058 [==============================] - 11s 5ms/step - loss: 1.7609e-05 - mean_squared_error: 1.7609e-05 - val_loss: 1.3493e-05 - val_mean_squared_error: 1.3493e-05
Epoch 30/500
2053/2058 [============================>.] - ETA: 0s - loss: 1.8014e-05 - mean_squared_error: 1.8014e-05
Epoch 00030: loss did not improve from 0.00002
2058/2058 [==============================] - 13s 6ms/step - loss: 1.7979e-05 - mean_squared_error: 1.7979e-05 - val_loss: 1.3411e-05 - val_mean_squared_error: 1.3411e-05
Epoch 31/500
2054/2058 [============================>.] - ETA: 0s - loss: 1.9869e-05 - mean_squared_error: 1.9869e-05
Epoch 00031: loss did not improve from 0.00002
2058/2058 [==============================] - 12s 6ms/step - loss: 1.9844e-05 - mean_squared_error: 1.9844e-05 - val_loss: 1.3382e-05 - val_mean_squared_error: 1.3382e-05
Epoch 32/500
2054/2058 [============================>.] - ETA: 0s - loss: 2.0773e-05 - mean_squared_error: 2.0773e-05
Epoch 00032: loss did not improve from 0.00002
2058/2058 [==============================] - 14s 7ms/step - loss: 2.0765e-05 - mean_squared_error: 2.0765e-05 - val_loss: 2.8332e-05 - val_mean_squared_error: 2.8332e-05
Epoch 33/500
2051/2058 [============================>.] - ETA: 0s - loss: 1.7794e-05 - mean_squared_error: 1.7794e-05
Epoch 00033: loss did not improve from 0.00002
2058/2058 [==============================] - 12s 6ms/step - loss: 1.7755e-05 - mean_squared_error: 1.7755e-05 - val_loss: 1.4260e-05 - val_mean_squared_error: 1.4260e-05
Epoch 00033: early stopping
Epoch 1/500
2162/2171 [============================>.] - ETA: 0s - loss: 7.8650e-06 - mean_squared_error: 7.8650e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/39\01-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 7.8518e-06 - mean_squared_error: 7.8518e-06 - val_loss: 1.6541e-06 - val_mean_squared_error: 1.6541e-06
Epoch 2/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.4537e-06 - mean_squared_error: 5.4537e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\02-0.0000.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 5.4494e-06 - mean_squared_error: 5.4494e-06 - val_loss: 1.6997e-06 - val_mean_squared_error: 1.6997e-06
Epoch 3/500
2168/2171 [============================>.] - ETA: 0s - loss: 5.3817e-06 - mean_squared_error: 5.3817e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\03-0.0000.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 5.3772e-06 - mean_squared_error: 5.3772e-06 - val_loss: 1.5582e-06 - val_mean_squared_error: 1.5582e-06
Epoch 4/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.2010e-06 - mean_squared_error: 5.2010e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\04-0.0000.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 5.2012e-06 - mean_squared_error: 5.2012e-06 - val_loss: 1.5572e-06 - val_mean_squared_error: 1.5572e-06
Epoch 5/500
2166/2171 [============================>.] - ETA: 0s - loss: 5.0940e-06 - mean_squared_error: 5.0940e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\05-0.0000.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 5.0951e-06 - mean_squared_error: 5.0951e-06 - val_loss: 1.4897e-06 - val_mean_squared_error: 1.4897e-06
Epoch 6/500
2166/2171 [============================>.] - ETA: 0s - loss: 5.2390e-06 - mean_squared_error: 5.2390e-06
Epoch 00006: loss did not improve from 0.00001
2171/2171 [==============================] - 11s 5ms/step - loss: 5.2373e-06 - mean_squared_error: 5.2373e-06 - val_loss: 1.7190e-06 - val_mean_squared_error: 1.7190e-06
Epoch 7/500
2171/2171 [==============================] - ETA: 0s - loss: 5.0228e-06 - mean_squared_error: 5.0228e-06
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\07-0.0000.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 5.0228e-06 - mean_squared_error: 5.0228e-06 - val_loss: 2.6597e-06 - val_mean_squared_error: 2.6597e-06
Epoch 8/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.0353e-06 - mean_squared_error: 5.0353e-06
Epoch 00008: loss did not improve from 0.00001
2171/2171 [==============================] - 12s 5ms/step - loss: 5.0317e-06 - mean_squared_error: 5.0317e-06 - val_loss: 2.4118e-06 - val_mean_squared_error: 2.4118e-06
Epoch 9/500
2165/2171 [============================>.] - ETA: 0s - loss: 5.0182e-06 - mean_squared_error: 5.0182e-06
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/39\09-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 5.0209e-06 - mean_squared_error: 5.0209e-06 - val_loss: 2.0370e-06 - val_mean_squared_error: 2.0370e-06
Epoch 10/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.9407e-06 - mean_squared_error: 4.9407e-06
Epoch 00010: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/39\10-0.0000.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 4.9391e-06 - mean_squared_error: 4.9391e-06 - val_loss: 2.5195e-06 - val_mean_squared_error: 2.5195e-06
Epoch 11/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.1285e-06 - mean_squared_error: 5.1285e-06
Epoch 00011: loss did not improve from 0.00000
2171/2171 [==============================] - 13s 6ms/step - loss: 5.1285e-06 - mean_squared_error: 5.1285e-06 - val_loss: 4.8347e-06 - val_mean_squared_error: 4.8347e-06
Epoch 12/500
2171/2171 [==============================] - ETA: 0s - loss: 4.9152e-06 - mean_squared_error: 4.9152e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\12-0.0000.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 4.9152e-06 - mean_squared_error: 4.9152e-06 - val_loss: 2.1663e-06 - val_mean_squared_error: 2.1663e-06
Epoch 13/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.8890e-06 - mean_squared_error: 4.8890e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\13-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 4.8844e-06 - mean_squared_error: 4.8844e-06 - val_loss: 1.9393e-06 - val_mean_squared_error: 1.9393e-06
Epoch 14/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.9103e-06 - mean_squared_error: 4.9103e-06
Epoch 00014: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.9054e-06 - mean_squared_error: 4.9054e-06 - val_loss: 1.7635e-06 - val_mean_squared_error: 1.7635e-06
Epoch 15/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.9587e-06 - mean_squared_error: 4.9587e-06
Epoch 00015: loss did not improve from 0.00000
2171/2171 [==============================] - 13s 6ms/step - loss: 4.9702e-06 - mean_squared_error: 4.9702e-06 - val_loss: 1.7229e-06 - val_mean_squared_error: 1.7229e-06
Epoch 16/500
2161/2171 [============================>.] - ETA: 0s - loss: 4.8391e-06 - mean_squared_error: 4.8391e-06
Epoch 00016: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\16-0.0000.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 4.8325e-06 - mean_squared_error: 4.8325e-06 - val_loss: 3.5537e-06 - val_mean_squared_error: 3.5537e-06
Epoch 17/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.8085e-06 - mean_squared_error: 4.8085e-06
Epoch 00017: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\17-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.8094e-06 - mean_squared_error: 4.8094e-06 - val_loss: 1.9886e-06 - val_mean_squared_error: 1.9886e-06
Epoch 18/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.8140e-06 - mean_squared_error: 4.8140e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\18-0.0000.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8057e-06 - mean_squared_error: 4.8057e-06 - val_loss: 1.8125e-06 - val_mean_squared_error: 1.8125e-06
Epoch 19/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.8182e-06 - mean_squared_error: 4.8182e-06
Epoch 00019: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8120e-06 - mean_squared_error: 4.8120e-06 - val_loss: 1.8962e-06 - val_mean_squared_error: 1.8962e-06
Epoch 20/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.8148e-06 - mean_squared_error: 4.8148e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\20-0.0000.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8048e-06 - mean_squared_error: 4.8048e-06 - val_loss: 1.6471e-06 - val_mean_squared_error: 1.6471e-06
Epoch 21/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.9761e-06 - mean_squared_error: 4.9761e-06
Epoch 00021: loss did not improve from 0.00000
2171/2171 [==============================] - 12s 5ms/step - loss: 4.9777e-06 - mean_squared_error: 4.9777e-06 - val_loss: 1.9601e-06 - val_mean_squared_error: 1.9601e-06
Epoch 22/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.6690e-06 - mean_squared_error: 4.6690e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\22-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.7268e-06 - mean_squared_error: 4.7268e-06 - val_loss: 3.6234e-06 - val_mean_squared_error: 3.6234e-06
Epoch 23/500
2171/2171 [==============================] - ETA: 0s - loss: 4.7414e-06 - mean_squared_error: 4.7414e-06
Epoch 00023: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.7414e-06 - mean_squared_error: 4.7414e-06 - val_loss: 1.9871e-06 - val_mean_squared_error: 1.9871e-06
Epoch 24/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.8538e-06 - mean_squared_error: 4.8538e-06
Epoch 00024: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.8526e-06 - mean_squared_error: 4.8526e-06 - val_loss: 1.7496e-06 - val_mean_squared_error: 1.7496e-06
Epoch 25/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.9335e-06 - mean_squared_error: 4.9335e-06
Epoch 00025: loss did not improve from 0.00000
2171/2171 [==============================] - 15s 7ms/step - loss: 4.9271e-06 - mean_squared_error: 4.9271e-06 - val_loss: 1.5440e-06 - val_mean_squared_error: 1.5440e-06
Epoch 26/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.6935e-06 - mean_squared_error: 4.6935e-06
Epoch 00026: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\26-0.0000.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 4.6920e-06 - mean_squared_error: 4.6920e-06 - val_loss: 1.5749e-06 - val_mean_squared_error: 1.5749e-06
Epoch 27/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.6769e-06 - mean_squared_error: 4.6769e-06
Epoch 00027: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\27-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.6662e-06 - mean_squared_error: 4.6662e-06 - val_loss: 1.8515e-06 - val_mean_squared_error: 1.8515e-06
Epoch 28/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.7880e-06 - mean_squared_error: 4.7880e-06
Epoch 00028: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.7844e-06 - mean_squared_error: 4.7844e-06 - val_loss: 1.8350e-06 - val_mean_squared_error: 1.8350e-06
Epoch 29/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.8929e-06 - mean_squared_error: 4.8929e-06
Epoch 00029: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.8930e-06 - mean_squared_error: 4.8930e-06 - val_loss: 1.8631e-06 - val_mean_squared_error: 1.8631e-06
Epoch 30/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.7435e-06 - mean_squared_error: 4.7435e-06
Epoch 00030: loss did not improve from 0.00000
2171/2171 [==============================] - 11s 5ms/step - loss: 4.7417e-06 - mean_squared_error: 4.7417e-06 - val_loss: 1.8428e-06 - val_mean_squared_error: 1.8428e-06
Epoch 31/500
2161/2171 [============================>.] - ETA: 0s - loss: 4.7542e-06 - mean_squared_error: 4.7542e-06
Epoch 00031: loss did not improve from 0.00000
2171/2171 [==============================] - 12s 5ms/step - loss: 4.7790e-06 - mean_squared_error: 4.7790e-06 - val_loss: 1.9976e-06 - val_mean_squared_error: 1.9976e-06
Epoch 32/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.5764e-06 - mean_squared_error: 4.5764e-06
Epoch 00032: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/39\32-0.0000.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.5811e-06 - mean_squared_error: 4.5811e-06 - val_loss: 2.6046e-06 - val_mean_squared_error: 2.6046e-06
Epoch 33/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.6864e-06 - mean_squared_error: 4.6864e-06
Epoch 00033: loss did not improve from 0.00000
2171/2171 [==============================] - 14s 6ms/step - loss: 4.6785e-06 - mean_squared_error: 4.6785e-06 - val_loss: 1.6482e-06 - val_mean_squared_error: 1.6482e-06
Epoch 34/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.6535e-06 - mean_squared_error: 4.6535e-06
Epoch 00034: loss did not improve from 0.00000
2171/2171 [==============================] - 14s 7ms/step - loss: 4.6514e-06 - mean_squared_error: 4.6514e-06 - val_loss: 1.7633e-06 - val_mean_squared_error: 1.7633e-06
Epoch 35/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.7633e-06 - mean_squared_error: 4.7633e-06
Epoch 00035: loss did not improve from 0.00000
2171/2171 [==============================] - 13s 6ms/step - loss: 4.7592e-06 - mean_squared_error: 4.7592e-06 - val_loss: 1.6585e-06 - val_mean_squared_error: 1.6585e-06
Epoch 36/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.7080e-06 - mean_squared_error: 4.7080e-06
Epoch 00036: loss did not improve from 0.00000
2171/2171 [==============================] - 16s 7ms/step - loss: 4.7036e-06 - mean_squared_error: 4.7036e-06 - val_loss: 2.0900e-06 - val_mean_squared_error: 2.0900e-06
Epoch 37/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.6871e-06 - mean_squared_error: 4.6871e-06
Epoch 00037: loss did not improve from 0.00000
2171/2171 [==============================] - 17s 8ms/step - loss: 4.6871e-06 - mean_squared_error: 4.6871e-06 - val_loss: 1.9509e-06 - val_mean_squared_error: 1.9509e-06
Epoch 00037: early stopping
Epoch 1/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.6594e-04 - mean_squared_error: 1.6594e-04
Epoch 00001: loss improved from inf to 0.00017, saving model to ./model_LSTM/40\01-0.0001.hdf5
1310/1310 [==============================] - 9s 7ms/step - loss: 1.6542e-04 - mean_squared_error: 1.6542e-04 - val_loss: 1.4100e-04 - val_mean_squared_error: 1.4100e-04
Epoch 2/500
1305/1310 [============================>.] - ETA: 0s - loss: 1.6287e-04 - mean_squared_error: 1.6287e-04
Epoch 00002: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/40\02-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.6232e-04 - mean_squared_error: 1.6232e-04 - val_loss: 1.4763e-04 - val_mean_squared_error: 1.4763e-04
Epoch 3/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.5084e-04 - mean_squared_error: 1.5084e-04
Epoch 00003: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/40\03-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.5063e-04 - mean_squared_error: 1.5063e-04 - val_loss: 1.3706e-04 - val_mean_squared_error: 1.3706e-04
Epoch 4/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.4539e-04 - mean_squared_error: 1.4539e-04
Epoch 00004: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\04-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4830e-04 - mean_squared_error: 1.4830e-04 - val_loss: 1.3522e-04 - val_mean_squared_error: 1.3522e-04
Epoch 5/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.4621e-04 - mean_squared_error: 1.4621e-04
Epoch 00005: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\05-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.4619e-04 - mean_squared_error: 1.4619e-04 - val_loss: 1.3466e-04 - val_mean_squared_error: 1.3466e-04
Epoch 6/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.4656e-04 - mean_squared_error: 1.4656e-04
Epoch 00006: loss did not improve from 0.00015
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4644e-04 - mean_squared_error: 1.4644e-04 - val_loss: 1.4304e-04 - val_mean_squared_error: 1.4304e-04
Epoch 7/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.4595e-04 - mean_squared_error: 1.4595e-04
Epoch 00007: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\07-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.4584e-04 - mean_squared_error: 1.4584e-04 - val_loss: 1.4022e-04 - val_mean_squared_error: 1.4022e-04
Epoch 8/500
1303/1310 [============================>.] - ETA: 0s - loss: 1.4582e-04 - mean_squared_error: 1.4582e-04
Epoch 00008: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/40\08-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4575e-04 - mean_squared_error: 1.4575e-04 - val_loss: 1.3767e-04 - val_mean_squared_error: 1.3767e-04
Epoch 9/500
1304/1310 [============================>.] - ETA: 0s - loss: 1.4531e-04 - mean_squared_error: 1.4531e-04
Epoch 00009: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/40\09-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.4496e-04 - mean_squared_error: 1.4496e-04 - val_loss: 1.3875e-04 - val_mean_squared_error: 1.3875e-04
Epoch 10/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.4494e-04 - mean_squared_error: 1.4494e-04
Epoch 00010: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\10-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4416e-04 - mean_squared_error: 1.4416e-04 - val_loss: 1.3621e-04 - val_mean_squared_error: 1.3621e-04
Epoch 11/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.4172e-04 - mean_squared_error: 1.4172e-04
Epoch 00011: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\11-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4185e-04 - mean_squared_error: 1.4185e-04 - val_loss: 1.3702e-04 - val_mean_squared_error: 1.3702e-04
Epoch 12/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.4319e-04 - mean_squared_error: 1.4319e-04
Epoch 00012: loss did not improve from 0.00014
1310/1310 [==============================] - 9s 7ms/step - loss: 1.4281e-04 - mean_squared_error: 1.4281e-04 - val_loss: 1.3517e-04 - val_mean_squared_error: 1.3517e-04
Epoch 13/500
1303/1310 [============================>.] - ETA: 0s - loss: 1.4154e-04 - mean_squared_error: 1.4154e-04
Epoch 00013: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\13-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4167e-04 - mean_squared_error: 1.4167e-04 - val_loss: 1.3598e-04 - val_mean_squared_error: 1.3598e-04
Epoch 14/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.4137e-04 - mean_squared_error: 1.4137e-04
Epoch 00014: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\14-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4102e-04 - mean_squared_error: 1.4102e-04 - val_loss: 1.3648e-04 - val_mean_squared_error: 1.3648e-04
Epoch 15/500
1309/1310 [============================>.] - ETA: 0s - loss: 1.4172e-04 - mean_squared_error: 1.4172e-04
Epoch 00015: loss did not improve from 0.00014
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4165e-04 - mean_squared_error: 1.4165e-04 - val_loss: 1.3604e-04 - val_mean_squared_error: 1.3604e-04
Epoch 16/500
1301/1310 [============================>.] - ETA: 0s - loss: 1.4019e-04 - mean_squared_error: 1.4019e-04
Epoch 00016: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\16-0.0001.hdf5
1310/1310 [==============================] - 8s 6ms/step - loss: 1.4008e-04 - mean_squared_error: 1.4008e-04 - val_loss: 1.3616e-04 - val_mean_squared_error: 1.3616e-04
Epoch 17/500
1307/1310 [============================>.] - ETA: 0s - loss: 1.3988e-04 - mean_squared_error: 1.3988e-04
Epoch 00017: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\17-0.0001.hdf5
1310/1310 [==============================] - 9s 7ms/step - loss: 1.3969e-04 - mean_squared_error: 1.3969e-04 - val_loss: 1.3779e-04 - val_mean_squared_error: 1.3779e-04
Epoch 18/500
1310/1310 [==============================] - ETA: 0s - loss: 1.4012e-04 - mean_squared_error: 1.4012e-04
Epoch 00018: loss did not improve from 0.00014
1310/1310 [==============================] - 10s 7ms/step - loss: 1.4012e-04 - mean_squared_error: 1.4012e-04 - val_loss: 1.3663e-04 - val_mean_squared_error: 1.3663e-04
Epoch 19/500
1303/1310 [============================>.] - ETA: 0s - loss: 1.3932e-04 - mean_squared_error: 1.3932e-04
Epoch 00019: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\19-0.0002.hdf5
1310/1310 [==============================] - 10s 8ms/step - loss: 1.3929e-04 - mean_squared_error: 1.3929e-04 - val_loss: 1.5631e-04 - val_mean_squared_error: 1.5631e-04
Epoch 20/500
1307/1310 [============================>.] - ETA: 0s - loss: 1.4005e-04 - mean_squared_error: 1.4005e-04
Epoch 00020: loss did not improve from 0.00014
1310/1310 [==============================] - 8s 6ms/step - loss: 1.3982e-04 - mean_squared_error: 1.3982e-04 - val_loss: 1.3696e-04 - val_mean_squared_error: 1.3696e-04
Epoch 21/500
1305/1310 [============================>.] - ETA: 0s - loss: 1.3975e-04 - mean_squared_error: 1.3975e-04
Epoch 00021: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 6ms/step - loss: 1.3933e-04 - mean_squared_error: 1.3933e-04 - val_loss: 1.3739e-04 - val_mean_squared_error: 1.3739e-04
Epoch 22/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.3838e-04 - mean_squared_error: 1.3838e-04
Epoch 00022: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\22-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3881e-04 - mean_squared_error: 1.3881e-04 - val_loss: 1.3618e-04 - val_mean_squared_error: 1.3618e-04
Epoch 23/500
1309/1310 [============================>.] - ETA: 0s - loss: 1.3923e-04 - mean_squared_error: 1.3923e-04
Epoch 00023: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3930e-04 - mean_squared_error: 1.3930e-04 - val_loss: 1.3308e-04 - val_mean_squared_error: 1.3308e-04
Epoch 24/500
1305/1310 [============================>.] - ETA: 0s - loss: 1.3833e-04 - mean_squared_error: 1.3833e-04
Epoch 00024: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\24-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3876e-04 - mean_squared_error: 1.3876e-04 - val_loss: 1.3759e-04 - val_mean_squared_error: 1.3759e-04
Epoch 25/500
1299/1310 [============================>.] - ETA: 0s - loss: 1.3839e-04 - mean_squared_error: 1.3839e-04
Epoch 00025: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/40\25-0.0001.hdf5
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3752e-04 - mean_squared_error: 1.3752e-04 - val_loss: 1.3656e-04 - val_mean_squared_error: 1.3656e-04
Epoch 26/500
1306/1310 [============================>.] - ETA: 0s - loss: 1.3864e-04 - mean_squared_error: 1.3864e-04
Epoch 00026: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 6ms/step - loss: 1.3838e-04 - mean_squared_error: 1.3838e-04 - val_loss: 1.5081e-04 - val_mean_squared_error: 1.5081e-04
Epoch 27/500
1301/1310 [============================>.] - ETA: 0s - loss: 1.3893e-04 - mean_squared_error: 1.3893e-04
Epoch 00027: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3869e-04 - mean_squared_error: 1.3869e-04 - val_loss: 1.3723e-04 - val_mean_squared_error: 1.3723e-04
Epoch 28/500
1308/1310 [============================>.] - ETA: 0s - loss: 1.3926e-04 - mean_squared_error: 1.3926e-04
Epoch 00028: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 5ms/step - loss: 1.3911e-04 - mean_squared_error: 1.3911e-04 - val_loss: 1.4974e-04 - val_mean_squared_error: 1.4974e-04
Epoch 29/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.3314e-04 - mean_squared_error: 1.3314e-04
Epoch 00029: loss did not improve from 0.00014
1310/1310 [==============================] - 8s 6ms/step - loss: 1.3767e-04 - mean_squared_error: 1.3767e-04 - val_loss: 1.4679e-04 - val_mean_squared_error: 1.4679e-04
Epoch 30/500
1302/1310 [============================>.] - ETA: 0s - loss: 1.3962e-04 - mean_squared_error: 1.3962e-04
Epoch 00030: loss did not improve from 0.00014
1310/1310 [==============================] - 7s 6ms/step - loss: 1.3901e-04 - mean_squared_error: 1.3901e-04 - val_loss: 1.4387e-04 - val_mean_squared_error: 1.4387e-04
Epoch 00030: early stopping
Epoch 1/500
272/282 [===========================>..] - ETA: 0s - loss: 3.1532e-04 - mean_squared_error: 3.1532e-04
Epoch 00001: loss improved from inf to 0.00031, saving model to ./model_LSTM/41\01-0.0003.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 3.1124e-04 - mean_squared_error: 3.1124e-04 - val_loss: 3.1393e-04 - val_mean_squared_error: 3.1393e-04
Epoch 2/500
275/282 [============================>.] - ETA: 0s - loss: 2.8645e-04 - mean_squared_error: 2.8645e-04
Epoch 00002: loss improved from 0.00031 to 0.00029, saving model to ./model_LSTM/41\02-0.0003.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.8528e-04 - mean_squared_error: 2.8528e-04 - val_loss: 2.5830e-04 - val_mean_squared_error: 2.5830e-04
Epoch 3/500
279/282 [============================>.] - ETA: 0s - loss: 2.7110e-04 - mean_squared_error: 2.7110e-04
Epoch 00003: loss improved from 0.00029 to 0.00027, saving model to ./model_LSTM/41\03-0.0002.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.6963e-04 - mean_squared_error: 2.6963e-04 - val_loss: 2.0669e-04 - val_mean_squared_error: 2.0669e-04
Epoch 4/500
281/282 [============================>.] - ETA: 0s - loss: 2.5957e-04 - mean_squared_error: 2.5957e-04
Epoch 00004: loss improved from 0.00027 to 0.00026, saving model to ./model_LSTM/41\04-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.5908e-04 - mean_squared_error: 2.5908e-04 - val_loss: 1.9309e-04 - val_mean_squared_error: 1.9309e-04
Epoch 5/500
279/282 [============================>.] - ETA: 0s - loss: 2.5378e-04 - mean_squared_error: 2.5378e-04
Epoch 00005: loss improved from 0.00026 to 0.00025, saving model to ./model_LSTM/41\05-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.5281e-04 - mean_squared_error: 2.5281e-04 - val_loss: 1.8956e-04 - val_mean_squared_error: 1.8956e-04
Epoch 6/500
282/282 [==============================] - ETA: 0s - loss: 2.5124e-04 - mean_squared_error: 2.5124e-04
Epoch 00006: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/41\06-0.0002.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.5124e-04 - mean_squared_error: 2.5124e-04 - val_loss: 1.9071e-04 - val_mean_squared_error: 1.9071e-04
Epoch 7/500
278/282 [============================>.] - ETA: 0s - loss: 2.5024e-04 - mean_squared_error: 2.5024e-04
Epoch 00007: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/41\07-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.4924e-04 - mean_squared_error: 2.4924e-04 - val_loss: 1.9284e-04 - val_mean_squared_error: 1.9284e-04
Epoch 8/500
274/282 [============================>.] - ETA: 0s - loss: 2.4848e-04 - mean_squared_error: 2.4848e-04
Epoch 00008: loss improved from 0.00025 to 0.00025, saving model to ./model_LSTM/41\08-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.4583e-04 - mean_squared_error: 2.4583e-04 - val_loss: 1.8662e-04 - val_mean_squared_error: 1.8662e-04
Epoch 9/500
275/282 [============================>.] - ETA: 0s - loss: 2.2271e-04 - mean_squared_error: 2.2271e-04
Epoch 00009: loss improved from 0.00025 to 0.00024, saving model to ./model_LSTM/41\09-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.3920e-04 - mean_squared_error: 2.3920e-04 - val_loss: 1.8172e-04 - val_mean_squared_error: 1.8172e-04
Epoch 10/500
281/282 [============================>.] - ETA: 0s - loss: 2.3437e-04 - mean_squared_error: 2.3437e-04
Epoch 00010: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/41\10-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.3387e-04 - mean_squared_error: 2.3387e-04 - val_loss: 1.8125e-04 - val_mean_squared_error: 1.8125e-04
Epoch 11/500
278/282 [============================>.] - ETA: 0s - loss: 2.3283e-04 - mean_squared_error: 2.3283e-04
Epoch 00011: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/41\11-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.3099e-04 - mean_squared_error: 2.3099e-04 - val_loss: 1.7381e-04 - val_mean_squared_error: 1.7381e-04
Epoch 12/500
281/282 [============================>.] - ETA: 0s - loss: 2.1150e-04 - mean_squared_error: 2.1150e-04
Epoch 00012: loss improved from 0.00023 to 0.00023, saving model to ./model_LSTM/41\12-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.2749e-04 - mean_squared_error: 2.2749e-04 - val_loss: 1.9369e-04 - val_mean_squared_error: 1.9369e-04
Epoch 13/500
282/282 [==============================] - ETA: 0s - loss: 2.3270e-04 - mean_squared_error: 2.3270e-04
Epoch 00013: loss did not improve from 0.00023
282/282 [==============================] - 2s 6ms/step - loss: 2.3270e-04 - mean_squared_error: 2.3270e-04 - val_loss: 1.9041e-04 - val_mean_squared_error: 1.9041e-04
Epoch 14/500
280/282 [============================>.] - ETA: 0s - loss: 2.3021e-04 - mean_squared_error: 2.3021e-04
Epoch 00014: loss did not improve from 0.00023
282/282 [==============================] - 2s 6ms/step - loss: 2.3029e-04 - mean_squared_error: 2.3029e-04 - val_loss: 1.7139e-04 - val_mean_squared_error: 1.7139e-04
Epoch 15/500
276/282 [============================>.] - ETA: 0s - loss: 2.2316e-04 - mean_squared_error: 2.2316e-04
Epoch 00015: loss improved from 0.00023 to 0.00022, saving model to ./model_LSTM/41\15-0.0002.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.2128e-04 - mean_squared_error: 2.2128e-04 - val_loss: 1.6187e-04 - val_mean_squared_error: 1.6187e-04
Epoch 16/500
273/282 [============================>.] - ETA: 0s - loss: 2.2033e-04 - mean_squared_error: 2.2033e-04
Epoch 00016: loss improved from 0.00022 to 0.00022, saving model to ./model_LSTM/41\16-0.0002.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.1932e-04 - mean_squared_error: 2.1932e-04 - val_loss: 1.8581e-04 - val_mean_squared_error: 1.8581e-04
Epoch 17/500
276/282 [============================>.] - ETA: 0s - loss: 2.1475e-04 - mean_squared_error: 2.1475e-04
Epoch 00017: loss improved from 0.00022 to 0.00021, saving model to ./model_LSTM/41\17-0.0003.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.1463e-04 - mean_squared_error: 2.1463e-04 - val_loss: 2.8938e-04 - val_mean_squared_error: 2.8938e-04
Epoch 18/500
279/282 [============================>.] - ETA: 0s - loss: 2.0935e-04 - mean_squared_error: 2.0935e-04
Epoch 00018: loss did not improve from 0.00021
282/282 [==============================] - 2s 8ms/step - loss: 2.1474e-04 - mean_squared_error: 2.1474e-04 - val_loss: 1.8086e-04 - val_mean_squared_error: 1.8086e-04
Epoch 19/500
281/282 [============================>.] - ETA: 0s - loss: 2.1193e-04 - mean_squared_error: 2.1193e-04
Epoch 00019: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/41\19-0.0002.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.1174e-04 - mean_squared_error: 2.1174e-04 - val_loss: 2.1661e-04 - val_mean_squared_error: 2.1661e-04
Epoch 20/500
282/282 [==============================] - ETA: 0s - loss: 2.1007e-04 - mean_squared_error: 2.1007e-04
Epoch 00020: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/41\20-0.0002.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.1007e-04 - mean_squared_error: 2.1007e-04 - val_loss: 1.6907e-04 - val_mean_squared_error: 1.6907e-04
Epoch 21/500
279/282 [============================>.] - ETA: 0s - loss: 2.0621e-04 - mean_squared_error: 2.0621e-04
Epoch 00021: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/41\21-0.0002.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 2.0509e-04 - mean_squared_error: 2.0509e-04 - val_loss: 1.7039e-04 - val_mean_squared_error: 1.7039e-04
Epoch 22/500
277/282 [============================>.] - ETA: 0s - loss: 1.8553e-04 - mean_squared_error: 1.8553e-04
Epoch 00022: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/41\22-0.0002.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.0207e-04 - mean_squared_error: 2.0207e-04 - val_loss: 1.7440e-04 - val_mean_squared_error: 1.7440e-04
Epoch 23/500
275/282 [============================>.] - ETA: 0s - loss: 2.0783e-04 - mean_squared_error: 2.0783e-04
Epoch 00023: loss did not improve from 0.00020
282/282 [==============================] - 2s 7ms/step - loss: 2.0636e-04 - mean_squared_error: 2.0636e-04 - val_loss: 1.6910e-04 - val_mean_squared_error: 1.6910e-04
Epoch 24/500
277/282 [============================>.] - ETA: 0s - loss: 2.0063e-04 - mean_squared_error: 2.0063e-04
Epoch 00024: loss did not improve from 0.00020
282/282 [==============================] - 2s 6ms/step - loss: 2.0514e-04 - mean_squared_error: 2.0514e-04 - val_loss: 1.8629e-04 - val_mean_squared_error: 1.8629e-04
Epoch 25/500
276/282 [============================>.] - ETA: 0s - loss: 2.0933e-04 - mean_squared_error: 2.0933e-04
Epoch 00025: loss did not improve from 0.00020
282/282 [==============================] - 2s 7ms/step - loss: 2.0769e-04 - mean_squared_error: 2.0769e-04 - val_loss: 1.7305e-04 - val_mean_squared_error: 1.7305e-04
Epoch 26/500
280/282 [============================>.] - ETA: 0s - loss: 2.0754e-04 - mean_squared_error: 2.0754e-04
Epoch 00026: loss did not improve from 0.00020
282/282 [==============================] - 2s 6ms/step - loss: 2.0708e-04 - mean_squared_error: 2.0708e-04 - val_loss: 1.6368e-04 - val_mean_squared_error: 1.6368e-04
Epoch 27/500
277/282 [============================>.] - ETA: 0s - loss: 2.0361e-04 - mean_squared_error: 2.0361e-04
Epoch 00027: loss did not improve from 0.00020
282/282 [==============================] - 2s 8ms/step - loss: 2.0219e-04 - mean_squared_error: 2.0219e-04 - val_loss: 1.7553e-04 - val_mean_squared_error: 1.7553e-04
Epoch 00027: early stopping
Epoch 1/500
275/282 [============================>.] - ETA: 0s - loss: 4.7018e-05 - mean_squared_error: 4.7018e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/42\01-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 4.7072e-05 - mean_squared_error: 4.7072e-05 - val_loss: 1.2290e-05 - val_mean_squared_error: 1.2290e-05
Epoch 2/500
274/282 [============================>.] - ETA: 0s - loss: 3.8008e-05 - mean_squared_error: 3.8008e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/42\02-0.0000.hdf5
282/282 [==============================] - 2s 8ms/step - loss: 3.8175e-05 - mean_squared_error: 3.8175e-05 - val_loss: 1.4590e-05 - val_mean_squared_error: 1.4590e-05
Epoch 3/500
276/282 [============================>.] - ETA: 0s - loss: 3.5191e-05 - mean_squared_error: 3.5191e-05
Epoch 00003: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/42\03-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 3.4956e-05 - mean_squared_error: 3.4956e-05 - val_loss: 1.3843e-05 - val_mean_squared_error: 1.3843e-05
Epoch 4/500
279/282 [============================>.] - ETA: 0s - loss: 3.1802e-05 - mean_squared_error: 3.1802e-05
Epoch 00004: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\04-0.0000.hdf5
282/282 [==============================] - 2s 9ms/step - loss: 3.1583e-05 - mean_squared_error: 3.1583e-05 - val_loss: 1.6698e-05 - val_mean_squared_error: 1.6698e-05
Epoch 5/500
274/282 [============================>.] - ETA: 0s - loss: 2.9578e-05 - mean_squared_error: 2.9578e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\05-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 3.0058e-05 - mean_squared_error: 3.0058e-05 - val_loss: 1.2823e-05 - val_mean_squared_error: 1.2823e-05
Epoch 6/500
276/282 [============================>.] - ETA: 0s - loss: 2.8027e-05 - mean_squared_error: 2.8027e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\06-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.7674e-05 - mean_squared_error: 2.7674e-05 - val_loss: 1.1841e-05 - val_mean_squared_error: 1.1841e-05
Epoch 7/500
281/282 [============================>.] - ETA: 0s - loss: 2.7654e-05 - mean_squared_error: 2.7654e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\07-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.7591e-05 - mean_squared_error: 2.7591e-05 - val_loss: 1.5889e-05 - val_mean_squared_error: 1.5889e-05
Epoch 8/500
278/282 [============================>.] - ETA: 0s - loss: 2.5659e-05 - mean_squared_error: 2.5659e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/42\08-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.6099e-05 - mean_squared_error: 2.6099e-05 - val_loss: 1.4977e-05 - val_mean_squared_error: 1.4977e-05
Epoch 9/500
278/282 [============================>.] - ETA: 0s - loss: 2.4825e-05 - mean_squared_error: 2.4825e-05
Epoch 00009: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/42\09-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.4830e-05 - mean_squared_error: 2.4830e-05 - val_loss: 2.4410e-05 - val_mean_squared_error: 2.4410e-05
Epoch 10/500
276/282 [============================>.] - ETA: 0s - loss: 2.3687e-05 - mean_squared_error: 2.3687e-05
Epoch 00010: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\10-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.3654e-05 - mean_squared_error: 2.3654e-05 - val_loss: 1.3627e-05 - val_mean_squared_error: 1.3627e-05
Epoch 11/500
280/282 [============================>.] - ETA: 0s - loss: 2.3884e-05 - mean_squared_error: 2.3884e-05
Epoch 00011: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.3812e-05 - mean_squared_error: 2.3812e-05 - val_loss: 1.4727e-05 - val_mean_squared_error: 1.4727e-05
Epoch 12/500
278/282 [============================>.] - ETA: 0s - loss: 2.2281e-05 - mean_squared_error: 2.2281e-05
Epoch 00012: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\12-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.3232e-05 - mean_squared_error: 2.3232e-05 - val_loss: 1.6040e-05 - val_mean_squared_error: 1.6040e-05
Epoch 13/500
276/282 [============================>.] - ETA: 0s - loss: 2.4682e-05 - mean_squared_error: 2.4682e-05
Epoch 00013: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.4406e-05 - mean_squared_error: 2.4406e-05 - val_loss: 1.1794e-05 - val_mean_squared_error: 1.1794e-05
Epoch 14/500
281/282 [============================>.] - ETA: 0s - loss: 2.4410e-05 - mean_squared_error: 2.4410e-05
Epoch 00014: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.4364e-05 - mean_squared_error: 2.4364e-05 - val_loss: 1.4875e-05 - val_mean_squared_error: 1.4875e-05
Epoch 15/500
281/282 [============================>.] - ETA: 0s - loss: 2.3630e-05 - mean_squared_error: 2.3630e-05
Epoch 00015: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.3571e-05 - mean_squared_error: 2.3571e-05 - val_loss: 1.1140e-05 - val_mean_squared_error: 1.1140e-05
Epoch 16/500
276/282 [============================>.] - ETA: 0s - loss: 2.3009e-05 - mean_squared_error: 2.3009e-05
Epoch 00016: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\16-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.3094e-05 - mean_squared_error: 2.3094e-05 - val_loss: 1.2063e-05 - val_mean_squared_error: 1.2063e-05
Epoch 17/500
277/282 [============================>.] - ETA: 0s - loss: 2.2671e-05 - mean_squared_error: 2.2671e-05
Epoch 00017: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\17-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 2.2479e-05 - mean_squared_error: 2.2479e-05 - val_loss: 1.7939e-05 - val_mean_squared_error: 1.7939e-05
Epoch 18/500
271/282 [===========================>..] - ETA: 0s - loss: 2.2137e-05 - mean_squared_error: 2.2137e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\18-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.1605e-05 - mean_squared_error: 2.1605e-05 - val_loss: 1.0976e-05 - val_mean_squared_error: 1.0976e-05
Epoch 19/500
275/282 [============================>.] - ETA: 0s - loss: 2.3563e-05 - mean_squared_error: 2.3563e-05
Epoch 00019: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.3364e-05 - mean_squared_error: 2.3364e-05 - val_loss: 1.9657e-05 - val_mean_squared_error: 1.9657e-05
Epoch 20/500
271/282 [===========================>..] - ETA: 0s - loss: 2.2233e-05 - mean_squared_error: 2.2233e-05
Epoch 00020: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1844e-05 - mean_squared_error: 2.1844e-05 - val_loss: 1.3319e-05 - val_mean_squared_error: 1.3319e-05
Epoch 21/500
279/282 [============================>.] - ETA: 0s - loss: 2.0538e-05 - mean_squared_error: 2.0538e-05
Epoch 00021: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\21-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.1259e-05 - mean_squared_error: 2.1259e-05 - val_loss: 3.5882e-05 - val_mean_squared_error: 3.5882e-05
Epoch 22/500
272/282 [===========================>..] - ETA: 0s - loss: 2.0883e-05 - mean_squared_error: 2.0883e-05
Epoch 00022: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.1944e-05 - mean_squared_error: 2.1944e-05 - val_loss: 1.5527e-05 - val_mean_squared_error: 1.5527e-05
Epoch 23/500
282/282 [==============================] - ETA: 0s - loss: 2.1235e-05 - mean_squared_error: 2.1235e-05
Epoch 00023: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\23-0.0000.hdf5
282/282 [==============================] - 2s 5ms/step - loss: 2.1235e-05 - mean_squared_error: 2.1235e-05 - val_loss: 1.1454e-05 - val_mean_squared_error: 1.1454e-05
Epoch 24/500
274/282 [============================>.] - ETA: 0s - loss: 2.1699e-05 - mean_squared_error: 2.1699e-05
Epoch 00024: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.1979e-05 - mean_squared_error: 2.1979e-05 - val_loss: 1.5052e-05 - val_mean_squared_error: 1.5052e-05
Epoch 25/500
275/282 [============================>.] - ETA: 0s - loss: 2.1888e-05 - mean_squared_error: 2.1888e-05
Epoch 00025: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.2023e-05 - mean_squared_error: 2.2023e-05 - val_loss: 1.2484e-05 - val_mean_squared_error: 1.2484e-05
Epoch 26/500
281/282 [============================>.] - ETA: 0s - loss: 2.0062e-05 - mean_squared_error: 2.0062e-05
Epoch 00026: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/42\26-0.0000.hdf5
282/282 [==============================] - 2s 7ms/step - loss: 2.0019e-05 - mean_squared_error: 2.0019e-05 - val_loss: 3.8054e-05 - val_mean_squared_error: 3.8054e-05
Epoch 27/500
278/282 [============================>.] - ETA: 0s - loss: 2.0409e-05 - mean_squared_error: 2.0409e-05
Epoch 00027: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0314e-05 - mean_squared_error: 2.0314e-05 - val_loss: 1.2613e-05 - val_mean_squared_error: 1.2613e-05
Epoch 28/500
282/282 [==============================] - ETA: 0s - loss: 2.1558e-05 - mean_squared_error: 2.1558e-05
Epoch 00028: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1558e-05 - mean_squared_error: 2.1558e-05 - val_loss: 1.0919e-05 - val_mean_squared_error: 1.0919e-05
Epoch 29/500
281/282 [============================>.] - ETA: 0s - loss: 2.2851e-05 - mean_squared_error: 2.2851e-05
Epoch 00029: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.2824e-05 - mean_squared_error: 2.2824e-05 - val_loss: 2.0348e-05 - val_mean_squared_error: 2.0348e-05
Epoch 30/500
280/282 [============================>.] - ETA: 0s - loss: 2.1290e-05 - mean_squared_error: 2.1290e-05
Epoch 00030: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1243e-05 - mean_squared_error: 2.1243e-05 - val_loss: 1.4847e-05 - val_mean_squared_error: 1.4847e-05
Epoch 31/500
278/282 [============================>.] - ETA: 0s - loss: 2.2686e-05 - mean_squared_error: 2.2686e-05
Epoch 00031: loss did not improve from 0.00002
282/282 [==============================] - 2s 6ms/step - loss: 2.2493e-05 - mean_squared_error: 2.2493e-05 - val_loss: 1.1162e-05 - val_mean_squared_error: 1.1162e-05
Epoch 00031: early stopping
Epoch 1/500
2162/2170 [============================>.] - ETA: 0s - loss: 1.0560e-05 - mean_squared_error: 1.0560e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/43\01-0.0000.hdf5
2170/2170 [==============================] - 14s 7ms/step - loss: 1.0560e-05 - mean_squared_error: 1.0560e-05 - val_loss: 7.9310e-06 - val_mean_squared_error: 7.9310e-06
Epoch 2/500
2159/2170 [============================>.] - ETA: 0s - loss: 9.4955e-06 - mean_squared_error: 9.4955e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\02-0.0000.hdf5
2170/2170 [==============================] - 13s 6ms/step - loss: 9.6881e-06 - mean_squared_error: 9.6881e-06 - val_loss: 8.1050e-06 - val_mean_squared_error: 8.1050e-06
Epoch 3/500
2165/2170 [============================>.] - ETA: 0s - loss: 9.5949e-06 - mean_squared_error: 9.5949e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\03-0.0000.hdf5
2170/2170 [==============================] - 12s 5ms/step - loss: 9.5783e-06 - mean_squared_error: 9.5783e-06 - val_loss: 7.0683e-06 - val_mean_squared_error: 7.0683e-06
Epoch 4/500
2170/2170 [==============================] - ETA: 0s - loss: 9.2003e-06 - mean_squared_error: 9.2003e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\04-0.0000.hdf5
2170/2170 [==============================] - 12s 6ms/step - loss: 9.2003e-06 - mean_squared_error: 9.2003e-06 - val_loss: 7.5625e-06 - val_mean_squared_error: 7.5625e-06
Epoch 5/500
2168/2170 [============================>.] - ETA: 0s - loss: 9.0193e-06 - mean_squared_error: 9.0193e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\05-0.0000.hdf5
2170/2170 [==============================] - 14s 6ms/step - loss: 9.0136e-06 - mean_squared_error: 9.0136e-06 - val_loss: 7.3361e-06 - val_mean_squared_error: 7.3361e-06
Epoch 6/500
2164/2170 [============================>.] - ETA: 0s - loss: 8.9383e-06 - mean_squared_error: 8.9383e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\06-0.0000.hdf5
2170/2170 [==============================] - 15s 7ms/step - loss: 8.9453e-06 - mean_squared_error: 8.9453e-06 - val_loss: 7.8919e-06 - val_mean_squared_error: 7.8919e-06
Epoch 7/500
2165/2170 [============================>.] - ETA: 0s - loss: 8.9679e-06 - mean_squared_error: 8.9679e-06 ETA: 1s - loss:
Epoch 00007: loss did not improve from 0.00001
2170/2170 [==============================] - 17s 8ms/step - loss: 8.9517e-06 - mean_squared_error: 8.9517e-06 - val_loss: 6.6652e-06 - val_mean_squared_error: 6.6652e-06
Epoch 8/500
2167/2170 [============================>.] - ETA: 0s - loss: 8.9796e-06 - mean_squared_error: 8.9796e-06
Epoch 00008: loss did not improve from 0.00001
2170/2170 [==============================] - 16s 7ms/step - loss: 8.9726e-06 - mean_squared_error: 8.9726e-06 - val_loss: 7.2178e-06 - val_mean_squared_error: 7.2178e-06
Epoch 9/500
2161/2170 [============================>.] - ETA: 0s - loss: 8.7498e-06 - mean_squared_error: 8.7498e-06
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\09-0.0000.hdf5
2170/2170 [==============================] - 14s 6ms/step - loss: 8.7201e-06 - mean_squared_error: 8.7201e-06 - val_loss: 6.6883e-06 - val_mean_squared_error: 6.6883e-06
Epoch 10/500
2163/2170 [============================>.] - ETA: 0s - loss: 8.4909e-06 - mean_squared_error: 8.4909e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\10-0.0000.hdf5
2170/2170 [==============================] - 12s 6ms/step - loss: 8.4688e-06 - mean_squared_error: 8.4688e-06 - val_loss: 6.8430e-06 - val_mean_squared_error: 6.8430e-06
Epoch 11/500
2165/2170 [============================>.] - ETA: 0s - loss: 8.5098e-06 - mean_squared_error: 8.5098e-06
Epoch 00011: loss did not improve from 0.00001
2170/2170 [==============================] - 13s 6ms/step - loss: 8.4953e-06 - mean_squared_error: 8.4953e-06 - val_loss: 6.4276e-06 - val_mean_squared_error: 6.4276e-06
Epoch 12/500
2170/2170 [==============================] - ETA: 0s - loss: 8.5270e-06 - mean_squared_error: 8.5270e-06
Epoch 00012: loss did not improve from 0.00001
2170/2170 [==============================] - 12s 6ms/step - loss: 8.5270e-06 - mean_squared_error: 8.5270e-06 - val_loss: 6.7489e-06 - val_mean_squared_error: 6.7489e-06
Epoch 13/500
2162/2170 [============================>.] - ETA: 0s - loss: 8.4951e-06 - mean_squared_error: 8.4951e-06
Epoch 00013: loss did not improve from 0.00001
2170/2170 [==============================] - 13s 6ms/step - loss: 8.4816e-06 - mean_squared_error: 8.4816e-06 - val_loss: 6.7650e-06 - val_mean_squared_error: 6.7650e-06
Epoch 14/500
2163/2170 [============================>.] - ETA: 0s - loss: 8.3396e-06 - mean_squared_error: 8.3396e-06
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\14-0.0000.hdf5
2170/2170 [==============================] - 13s 6ms/step - loss: 8.3215e-06 - mean_squared_error: 8.3215e-06 - val_loss: 6.3918e-06 - val_mean_squared_error: 6.3918e-06
Epoch 15/500
2166/2170 [============================>.] - ETA: 0s - loss: 8.5323e-06 - mean_squared_error: 8.5323e-06
Epoch 00015: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.5195e-06 - mean_squared_error: 8.5195e-06 - val_loss: 6.4532e-06 - val_mean_squared_error: 6.4532e-06
Epoch 16/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.4867e-06 - mean_squared_error: 8.4867e-06 ETA: 0s - loss: 8.5257e-06 - mean_squared_error: 8.52
Epoch 00016: loss did not improve from 0.00001
2170/2170 [==============================] - 24s 11ms/step - loss: 8.4846e-06 - mean_squared_error: 8.4846e-06 - val_loss: 6.4156e-06 - val_mean_squared_error: 6.4156e-06
Epoch 17/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.1310e-06 - mean_squared_error: 8.1310e-06
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\17-0.0000.hdf5
2170/2170 [==============================] - 26s 12ms/step - loss: 8.1294e-06 - mean_squared_error: 8.1294e-06 - val_loss: 6.5031e-06 - val_mean_squared_error: 6.5031e-06
Epoch 18/500
2170/2170 [==============================] - ETA: 0s - loss: 8.1400e-06 - mean_squared_error: 8.1400e-06
Epoch 00018: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.1400e-06 - mean_squared_error: 8.1400e-06 - val_loss: 7.1238e-06 - val_mean_squared_error: 7.1238e-06
Epoch 19/500
2168/2170 [============================>.] - ETA: 0s - loss: 8.5659e-06 - mean_squared_error: 8.5659e-06
Epoch 00019: loss did not improve from 0.00001
2170/2170 [==============================] - 16s 7ms/step - loss: 8.5656e-06 - mean_squared_error: 8.5656e-06 - val_loss: 6.0076e-06 - val_mean_squared_error: 6.0076e-06
Epoch 20/500
2168/2170 [============================>.] - ETA: 0s - loss: 8.0335e-06 - mean_squared_error: 8.0335e-06
Epoch 00020: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/43\20-0.0000.hdf5
2170/2170 [==============================] - 18s 8ms/step - loss: 8.0282e-06 - mean_squared_error: 8.0282e-06 - val_loss: 6.0013e-06 - val_mean_squared_error: 6.0013e-06
Epoch 21/500
2165/2170 [============================>.] - ETA: 0s - loss: 8.1664e-06 - mean_squared_error: 8.1664e-06
Epoch 00021: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.1608e-06 - mean_squared_error: 8.1608e-06 - val_loss: 6.0430e-06 - val_mean_squared_error: 6.0430e-06
Epoch 22/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.1672e-06 - mean_squared_error: 8.1672e-06
Epoch 00022: loss did not improve from 0.00001
2170/2170 [==============================] - 20s 9ms/step - loss: 8.1656e-06 - mean_squared_error: 8.1656e-06 - val_loss: 6.0178e-06 - val_mean_squared_error: 6.0178e-06
Epoch 23/500
2168/2170 [============================>.] - ETA: 0s - loss: 8.3974e-06 - mean_squared_error: 8.3974e-06
Epoch 00023: loss did not improve from 0.00001
2170/2170 [==============================] - 23s 11ms/step - loss: 8.3921e-06 - mean_squared_error: 8.3921e-06 - val_loss: 5.9761e-06 - val_mean_squared_error: 5.9761e-06
Epoch 24/500
2169/2170 [============================>.] - ETA: 0s - loss: 8.1735e-06 - mean_squared_error: 8.1735e-06
Epoch 00024: loss did not improve from 0.00001
2170/2170 [==============================] - 28s 13ms/step - loss: 8.1717e-06 - mean_squared_error: 8.1717e-06 - val_loss: 5.8165e-06 - val_mean_squared_error: 5.8165e-06
Epoch 25/500
2167/2170 [============================>.] - ETA: 0s - loss: 8.3966e-06 - mean_squared_error: 8.3966e-06
Epoch 00025: loss did not improve from 0.00001
2170/2170 [==============================] - 25s 12ms/step - loss: 8.3927e-06 - mean_squared_error: 8.3927e-06 - val_loss: 5.5452e-06 - val_mean_squared_error: 5.5452e-06
Epoch 00025: early stopping
Epoch 1/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.7487e-04 - mean_squared_error: 1.7487e-04
Epoch 00001: loss improved from inf to 0.00018, saving model to ./model_LSTM/44\01-0.0001.hdf5
2176/2176 [==============================] - 19s 9ms/step - loss: 1.7518e-04 - mean_squared_error: 1.7518e-04 - val_loss: 6.3786e-05 - val_mean_squared_error: 6.3786e-05
Epoch 2/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.6822e-04 - mean_squared_error: 1.6822e-04
Epoch 00002: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/44\02-0.0001.hdf5
2176/2176 [==============================] - 18s 8ms/step - loss: 1.6822e-04 - mean_squared_error: 1.6822e-04 - val_loss: 6.2718e-05 - val_mean_squared_error: 6.2718e-05
Epoch 3/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.6481e-04 - mean_squared_error: 1.6481e-04
Epoch 00003: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/44\03-0.0001.hdf5
2176/2176 [==============================] - 22s 10ms/step - loss: 1.6595e-04 - mean_squared_error: 1.6595e-04 - val_loss: 9.0863e-05 - val_mean_squared_error: 9.0863e-05
Epoch 4/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.6394e-04 - mean_squared_error: 1.6394e-04
Epoch 00004: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/44\04-0.0001.hdf5
2176/2176 [==============================] - 14s 7ms/step - loss: 1.6559e-04 - mean_squared_error: 1.6559e-04 - val_loss: 6.7700e-05 - val_mean_squared_error: 6.7700e-05
Epoch 5/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.6296e-04 - mean_squared_error: 1.6296e-04
Epoch 00005: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/44\05-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.6279e-04 - mean_squared_error: 1.6279e-04 - val_loss: 6.2583e-05 - val_mean_squared_error: 6.2583e-05
Epoch 6/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.6192e-04 - mean_squared_error: 1.6192e-04
Epoch 00006: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\06-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.6162e-04 - mean_squared_error: 1.6162e-04 - val_loss: 5.5361e-05 - val_mean_squared_error: 5.5361e-05
Epoch 7/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.5989e-04 - mean_squared_error: 1.5989e-04
Epoch 00007: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\07-0.0001.hdf5
2176/2176 [==============================] - 16s 8ms/step - loss: 1.5956e-04 - mean_squared_error: 1.5956e-04 - val_loss: 6.2048e-05 - val_mean_squared_error: 6.2048e-05
Epoch 8/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5748e-04 - mean_squared_error: 1.5748e-04
Epoch 00008: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\08-0.0001.hdf5
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5740e-04 - mean_squared_error: 1.5740e-04 - val_loss: 5.9622e-05 - val_mean_squared_error: 5.9622e-05
Epoch 9/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.5945e-04 - mean_squared_error: 1.5945e-04
Epoch 00009: loss did not improve from 0.00016
2176/2176 [==============================] - 14s 6ms/step - loss: 1.5906e-04 - mean_squared_error: 1.5906e-04 - val_loss: 6.1024e-05 - val_mean_squared_error: 6.1024e-05
Epoch 10/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.5934e-04 - mean_squared_error: 1.5934e-04
Epoch 00010: loss did not improve from 0.00016
2176/2176 [==============================] - 12s 6ms/step - loss: 1.5949e-04 - mean_squared_error: 1.5949e-04 - val_loss: 6.0703e-05 - val_mean_squared_error: 6.0703e-05
Epoch 11/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.5709e-04 - mean_squared_error: 1.5709e-04
Epoch 00011: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\11-0.0001.hdf5
2176/2176 [==============================] - 12s 5ms/step - loss: 1.5709e-04 - mean_squared_error: 1.5709e-04 - val_loss: 5.8480e-05 - val_mean_squared_error: 5.8480e-05
Epoch 12/500
2176/2176 [==============================] - ETA: 0s - loss: 1.5593e-04 - mean_squared_error: 1.5593e-04
Epoch 00012: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/44\12-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.5593e-04 - mean_squared_error: 1.5593e-04 - val_loss: 5.6758e-05 - val_mean_squared_error: 5.6758e-05
Epoch 13/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.5756e-04 - mean_squared_error: 1.5756e-04
Epoch 00013: loss did not improve from 0.00016
2176/2176 [==============================] - 17s 8ms/step - loss: 1.5741e-04 - mean_squared_error: 1.5741e-04 - val_loss: 5.7933e-05 - val_mean_squared_error: 5.7933e-05
Epoch 14/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.5761e-04 - mean_squared_error: 1.5761e-04
Epoch 00014: loss did not improve from 0.00016
2176/2176 [==============================] - 19s 9ms/step - loss: 1.5732e-04 - mean_squared_error: 1.5732e-04 - val_loss: 5.7963e-05 - val_mean_squared_error: 5.7963e-05
Epoch 15/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.5515e-04 - mean_squared_error: 1.5515e-04
Epoch 00015: loss did not improve from 0.00016
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5596e-04 - mean_squared_error: 1.5596e-04 - val_loss: 8.9241e-05 - val_mean_squared_error: 8.9241e-05
Epoch 16/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.5461e-04 - mean_squared_error: 1.5461e-04
Epoch 00016: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/44\16-0.0001.hdf5
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5461e-04 - mean_squared_error: 1.5461e-04 - val_loss: 5.6938e-05 - val_mean_squared_error: 5.6938e-05
Epoch 17/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.5414e-04 - mean_squared_error: 1.5414e-04
Epoch 00017: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\17-0.0001.hdf5
2176/2176 [==============================] - 16s 7ms/step - loss: 1.5414e-04 - mean_squared_error: 1.5414e-04 - val_loss: 6.1635e-05 - val_mean_squared_error: 6.1635e-05
Epoch 18/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.5427e-04 - mean_squared_error: 1.5427e-04
Epoch 00018: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\18-0.0001.hdf5
2176/2176 [==============================] - 15s 7ms/step - loss: 1.5412e-04 - mean_squared_error: 1.5412e-04 - val_loss: 5.8850e-05 - val_mean_squared_error: 5.8850e-05
Epoch 19/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5466e-04 - mean_squared_error: 1.5466e-04
Epoch 00019: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 6ms/step - loss: 1.5460e-04 - mean_squared_error: 1.5460e-04 - val_loss: 9.2522e-05 - val_mean_squared_error: 9.2522e-05
Epoch 20/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.5308e-04 - mean_squared_error: 1.5308e-04
Epoch 00020: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\20-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.5283e-04 - mean_squared_error: 1.5283e-04 - val_loss: 5.6818e-05 - val_mean_squared_error: 5.6818e-05
Epoch 21/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5405e-04 - mean_squared_error: 1.5405e-04
Epoch 00021: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 6ms/step - loss: 1.5401e-04 - mean_squared_error: 1.5401e-04 - val_loss: 8.1682e-05 - val_mean_squared_error: 8.1682e-05
Epoch 22/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.5307e-04 - mean_squared_error: 1.5307e-04
Epoch 00022: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 5ms/step - loss: 1.5321e-04 - mean_squared_error: 1.5321e-04 - val_loss: 7.7186e-05 - val_mean_squared_error: 7.7186e-05
Epoch 23/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5333e-04 - mean_squared_error: 1.5333e-04
Epoch 00023: loss did not improve from 0.00015
2176/2176 [==============================] - 12s 5ms/step - loss: 1.5326e-04 - mean_squared_error: 1.5326e-04 - val_loss: 5.8902e-05 - val_mean_squared_error: 5.8902e-05
Epoch 24/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4987e-04 - mean_squared_error: 1.4987e-04
Epoch 00024: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\24-0.0001.hdf5
2176/2176 [==============================] - 12s 6ms/step - loss: 1.4956e-04 - mean_squared_error: 1.4956e-04 - val_loss: 6.0287e-05 - val_mean_squared_error: 6.0287e-05
Epoch 25/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.4930e-04 - mean_squared_error: 1.4930e-04
Epoch 00025: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\25-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4907e-04 - mean_squared_error: 1.4907e-04 - val_loss: 5.9113e-05 - val_mean_squared_error: 5.9113e-05
Epoch 26/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.4922e-04 - mean_squared_error: 1.4922e-04
Epoch 00026: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\26-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.4901e-04 - mean_squared_error: 1.4901e-04 - val_loss: 6.1549e-05 - val_mean_squared_error: 6.1549e-05
Epoch 27/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.4884e-04 - mean_squared_error: 1.4884e-04 ETA: 0s - loss: 1.4911e-04 - mean_squared_err
Epoch 00027: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\27-0.0001.hdf5
2176/2176 [==============================] - 14s 7ms/step - loss: 1.4860e-04 - mean_squared_error: 1.4860e-04 - val_loss: 6.1440e-05 - val_mean_squared_error: 6.1440e-05
Epoch 28/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.5090e-04 - mean_squared_error: 1.5090e-04
Epoch 00028: loss did not improve from 0.00015
2176/2176 [==============================] - 18s 8ms/step - loss: 1.5083e-04 - mean_squared_error: 1.5083e-04 - val_loss: 5.6400e-05 - val_mean_squared_error: 5.6400e-05
Epoch 29/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.4666e-04 - mean_squared_error: 1.4666e-04
Epoch 00029: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\29-0.0001.hdf5
2176/2176 [==============================] - 17s 8ms/step - loss: 1.4742e-04 - mean_squared_error: 1.4742e-04 - val_loss: 6.3089e-05 - val_mean_squared_error: 6.3089e-05
Epoch 30/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4909e-04 - mean_squared_error: 1.4909e-04
Epoch 00030: loss did not improve from 0.00015
2176/2176 [==============================] - 16s 7ms/step - loss: 1.4909e-04 - mean_squared_error: 1.4909e-04 - val_loss: 5.8369e-05 - val_mean_squared_error: 5.8369e-05
Epoch 31/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4746e-04 - mean_squared_error: 1.4746e-04
Epoch 00031: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\31-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4713e-04 - mean_squared_error: 1.4713e-04 - val_loss: 5.6767e-05 - val_mean_squared_error: 5.6767e-05
Epoch 32/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.4602e-04 - mean_squared_error: 1.4602e-04
Epoch 00032: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/44\32-0.0001.hdf5
2176/2176 [==============================] - 20s 9ms/step - loss: 1.4598e-04 - mean_squared_error: 1.4598e-04 - val_loss: 6.0164e-05 - val_mean_squared_error: 6.0164e-05
Epoch 33/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.4463e-04 - mean_squared_error: 1.4463e-04
Epoch 00033: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/44\33-0.0001.hdf5
2176/2176 [==============================] - 16s 8ms/step - loss: 1.4449e-04 - mean_squared_error: 1.4449e-04 - val_loss: 5.7408e-05 - val_mean_squared_error: 5.7408e-05
Epoch 34/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.4724e-04 - mean_squared_error: 1.4724e-04
Epoch 00034: loss did not improve from 0.00014
2176/2176 [==============================] - 15s 7ms/step - loss: 1.4713e-04 - mean_squared_error: 1.4713e-04 - val_loss: 6.2695e-05 - val_mean_squared_error: 6.2695e-05
Epoch 35/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.4550e-04 - mean_squared_error: 1.4550e-04
Epoch 00035: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4536e-04 - mean_squared_error: 1.4536e-04 - val_loss: 5.8070e-05 - val_mean_squared_error: 5.8070e-05
Epoch 36/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4526e-04 - mean_squared_error: 1.4526e-04
Epoch 00036: loss did not improve from 0.00014
2176/2176 [==============================] - 16s 7ms/step - loss: 1.4526e-04 - mean_squared_error: 1.4526e-04 - val_loss: 5.8968e-05 - val_mean_squared_error: 5.8968e-05
Epoch 37/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4421e-04 - mean_squared_error: 1.4421e-04
Epoch 00037: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\37-0.0001.hdf5
2176/2176 [==============================] - 18s 8ms/step - loss: 1.4403e-04 - mean_squared_error: 1.4403e-04 - val_loss: 5.6697e-05 - val_mean_squared_error: 5.6697e-05
Epoch 38/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.4482e-04 - mean_squared_error: 1.4482e-04
Epoch 00038: loss did not improve from 0.00014
2176/2176 [==============================] - 15s 7ms/step - loss: 1.4480e-04 - mean_squared_error: 1.4480e-04 - val_loss: 5.7650e-05 - val_mean_squared_error: 5.7650e-05
Epoch 39/500
2170/2176 [============================>.] - ETA: 0s - loss: 1.4289e-04 - mean_squared_error: 1.4289e-04
Epoch 00039: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\39-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4270e-04 - mean_squared_error: 1.4270e-04 - val_loss: 5.6151e-05 - val_mean_squared_error: 5.6151e-05
Epoch 40/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.4570e-04 - mean_squared_error: 1.4570e-04
Epoch 00040: loss did not improve from 0.00014
2176/2176 [==============================] - 12s 6ms/step - loss: 1.4551e-04 - mean_squared_error: 1.4551e-04 - val_loss: 6.4780e-05 - val_mean_squared_error: 6.4780e-05
Epoch 41/500
2165/2176 [============================>.] - ETA: 0s - loss: 1.4231e-04 - mean_squared_error: 1.4231e-04
Epoch 00041: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\41-0.0001.hdf5
2176/2176 [==============================] - 11s 5ms/step - loss: 1.4210e-04 - mean_squared_error: 1.4210e-04 - val_loss: 5.8144e-05 - val_mean_squared_error: 5.8144e-05
Epoch 42/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4067e-04 - mean_squared_error: 1.4067e-04
Epoch 00042: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\42-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4067e-04 - mean_squared_error: 1.4067e-04 - val_loss: 6.6376e-05 - val_mean_squared_error: 6.6376e-05
Epoch 43/500
2165/2176 [============================>.] - ETA: 0s - loss: 1.4179e-04 - mean_squared_error: 1.4179e-04
Epoch 00043: loss did not improve from 0.00014
2176/2176 [==============================] - 12s 6ms/step - loss: 1.4130e-04 - mean_squared_error: 1.4130e-04 - val_loss: 6.1500e-05 - val_mean_squared_error: 6.1500e-05
Epoch 44/500
2167/2176 [============================>.] - ETA: 0s - loss: 1.4246e-04 - mean_squared_error: 1.4246e-04
Epoch 00044: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.4199e-04 - mean_squared_error: 1.4199e-04 - val_loss: 5.8558e-05 - val_mean_squared_error: 5.8558e-05
Epoch 45/500
2166/2176 [============================>.] - ETA: 0s - loss: 1.4030e-04 - mean_squared_error: 1.4030e-04
Epoch 00045: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\45-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3978e-04 - mean_squared_error: 1.3978e-04 - val_loss: 5.8635e-05 - val_mean_squared_error: 5.8635e-05
Epoch 46/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.4078e-04 - mean_squared_error: 1.4078e-04
Epoch 00046: loss did not improve from 0.00014
2176/2176 [==============================] - 14s 6ms/step - loss: 1.4077e-04 - mean_squared_error: 1.4077e-04 - val_loss: 5.6942e-05 - val_mean_squared_error: 5.6942e-05
Epoch 47/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3951e-04 - mean_squared_error: 1.3951e-04
Epoch 00047: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\47-0.0001.hdf5
2176/2176 [==============================] - 17s 8ms/step - loss: 1.3932e-04 - mean_squared_error: 1.3932e-04 - val_loss: 6.1837e-05 - val_mean_squared_error: 6.1837e-05
Epoch 48/500
2168/2176 [============================>.] - ETA: 0s - loss: 1.3836e-04 - mean_squared_error: 1.3836e-04
Epoch 00048: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\48-0.0001.hdf5
2176/2176 [==============================] - 15s 7ms/step - loss: 1.3860e-04 - mean_squared_error: 1.3860e-04 - val_loss: 6.7076e-05 - val_mean_squared_error: 6.7076e-05
Epoch 49/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3935e-04 - mean_squared_error: 1.3935e-04
Epoch 00049: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3933e-04 - mean_squared_error: 1.3933e-04 - val_loss: 6.5672e-05 - val_mean_squared_error: 6.5672e-05
Epoch 50/500
2169/2176 [============================>.] - ETA: 0s - loss: 1.3795e-04 - mean_squared_error: 1.3795e-04
Epoch 00050: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\50-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3759e-04 - mean_squared_error: 1.3759e-04 - val_loss: 6.2580e-05 - val_mean_squared_error: 6.2580e-05
Epoch 51/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.3793e-04 - mean_squared_error: 1.3793e-04
Epoch 00051: loss did not improve from 0.00014
2176/2176 [==============================] - 12s 5ms/step - loss: 1.3814e-04 - mean_squared_error: 1.3814e-04 - val_loss: 7.3095e-05 - val_mean_squared_error: 7.3095e-05
Epoch 52/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.3633e-04 - mean_squared_error: 1.3633e-04
Epoch 00052: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/44\52-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3622e-04 - mean_squared_error: 1.3622e-04 - val_loss: 5.6544e-05 - val_mean_squared_error: 5.6544e-05
Epoch 53/500
2167/2176 [============================>.] - ETA: 0s - loss: 1.4340e-04 - mean_squared_error: 1.4340e-04
Epoch 00053: loss did not improve from 0.00014
2176/2176 [==============================] - 17s 8ms/step - loss: 1.4307e-04 - mean_squared_error: 1.4307e-04 - val_loss: 5.9775e-05 - val_mean_squared_error: 5.9775e-05
Epoch 54/500
2171/2176 [============================>.] - ETA: 0s - loss: 1.3691e-04 - mean_squared_error: 1.3691e-04
Epoch 00054: loss did not improve from 0.00014
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3672e-04 - mean_squared_error: 1.3672e-04 - val_loss: 6.0281e-05 - val_mean_squared_error: 6.0281e-05
Epoch 55/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.3714e-04 - mean_squared_error: 1.3714e-04
Epoch 00055: loss did not improve from 0.00014
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3736e-04 - mean_squared_error: 1.3736e-04 - val_loss: 6.6463e-05 - val_mean_squared_error: 6.6463e-05
Epoch 56/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3433e-04 - mean_squared_error: 1.3433e-04
Epoch 00056: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/44\56-0.0001.hdf5
2176/2176 [==============================] - 17s 8ms/step - loss: 1.3457e-04 - mean_squared_error: 1.3457e-04 - val_loss: 6.9327e-05 - val_mean_squared_error: 6.9327e-05
Epoch 57/500
2175/2176 [============================>.] - ETA: 0s - loss: 1.3848e-04 - mean_squared_error: 1.3848e-04
Epoch 00057: loss did not improve from 0.00013
2176/2176 [==============================] - 16s 7ms/step - loss: 1.3848e-04 - mean_squared_error: 1.3848e-04 - val_loss: 5.8844e-05 - val_mean_squared_error: 5.8844e-05
Epoch 58/500
2173/2176 [============================>.] - ETA: 0s - loss: 1.3711e-04 - mean_squared_error: 1.3711e-04
Epoch 00058: loss did not improve from 0.00013
2176/2176 [==============================] - 20s 9ms/step - loss: 1.3700e-04 - mean_squared_error: 1.3700e-04 - val_loss: 5.8039e-05 - val_mean_squared_error: 5.8039e-05
Epoch 59/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3173e-04 - mean_squared_error: 1.3173e-04
Epoch 00059: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/44\59-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3158e-04 - mean_squared_error: 1.3158e-04 - val_loss: 6.1947e-05 - val_mean_squared_error: 6.1947e-05
Epoch 60/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3366e-04 - mean_squared_error: 1.3366e-04
Epoch 00060: loss did not improve from 0.00013
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3351e-04 - mean_squared_error: 1.3351e-04 - val_loss: 5.8585e-05 - val_mean_squared_error: 5.8585e-05
Epoch 61/500
2167/2176 [============================>.] - ETA: 0s - loss: 1.3308e-04 - mean_squared_error: 1.3308e-04
Epoch 00061: loss did not improve from 0.00013
2176/2176 [==============================] - 12s 5ms/step - loss: 1.3263e-04 - mean_squared_error: 1.3263e-04 - val_loss: 6.9318e-05 - val_mean_squared_error: 6.9318e-05
Epoch 62/500
2176/2176 [==============================] - ETA: 0s - loss: 1.3137e-04 - mean_squared_error: 1.3137e-04
Epoch 00062: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/44\62-0.0001.hdf5
2176/2176 [==============================] - 13s 6ms/step - loss: 1.3137e-04 - mean_squared_error: 1.3137e-04 - val_loss: 5.8572e-05 - val_mean_squared_error: 5.8572e-05
Epoch 63/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3613e-04 - mean_squared_error: 1.3613e-04
Epoch 00063: loss did not improve from 0.00013
2176/2176 [==============================] - 15s 7ms/step - loss: 1.3594e-04 - mean_squared_error: 1.3594e-04 - val_loss: 6.1098e-05 - val_mean_squared_error: 6.1098e-05
Epoch 64/500
2176/2176 [==============================] - ETA: 0s - loss: 1.2961e-04 - mean_squared_error: 1.2961e-04
Epoch 00064: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/44\64-0.0001.hdf5
2176/2176 [==============================] - 14s 6ms/step - loss: 1.2961e-04 - mean_squared_error: 1.2961e-04 - val_loss: 6.2586e-05 - val_mean_squared_error: 6.2586e-05
Epoch 65/500
2176/2176 [==============================] - ETA: 0s - loss: 1.3047e-04 - mean_squared_error: 1.3047e-04
Epoch 00065: loss did not improve from 0.00013
2176/2176 [==============================] - 16s 7ms/step - loss: 1.3047e-04 - mean_squared_error: 1.3047e-04 - val_loss: 6.1201e-05 - val_mean_squared_error: 6.1201e-05
Epoch 66/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.3098e-04 - mean_squared_error: 1.3098e-04
Epoch 00066: loss did not improve from 0.00013
2176/2176 [==============================] - 14s 6ms/step - loss: 1.3091e-04 - mean_squared_error: 1.3091e-04 - val_loss: 6.1595e-05 - val_mean_squared_error: 6.1595e-05
Epoch 67/500
2174/2176 [============================>.] - ETA: 0s - loss: 1.3185e-04 - mean_squared_error: 1.3185e-04
Epoch 00067: loss did not improve from 0.00013
2176/2176 [==============================] - 14s 7ms/step - loss: 1.3179e-04 - mean_squared_error: 1.3179e-04 - val_loss: 6.4619e-05 - val_mean_squared_error: 6.4619e-05
Epoch 68/500
2176/2176 [==============================] - ETA: 0s - loss: 1.3076e-04 - mean_squared_error: 1.3076e-04
Epoch 00068: loss did not improve from 0.00013
2176/2176 [==============================] - 18s 8ms/step - loss: 1.3076e-04 - mean_squared_error: 1.3076e-04 - val_loss: 6.1305e-05 - val_mean_squared_error: 6.1305e-05
Epoch 69/500
2172/2176 [============================>.] - ETA: 0s - loss: 1.3069e-04 - mean_squared_error: 1.3069e-04
Epoch 00069: loss did not improve from 0.00013
2176/2176 [==============================] - 20s 9ms/step - loss: 1.3064e-04 - mean_squared_error: 1.3064e-04 - val_loss: 6.0792e-05 - val_mean_squared_error: 6.0792e-05
Epoch 00069: early stopping
Epoch 1/500
1391/1399 [============================>.] - ETA: 0s - loss: 1.0696e-04 - mean_squared_error: 1.0696e-04
Epoch 00001: loss improved from inf to 0.00011, saving model to ./model_LSTM/45\01-0.0003.hdf5
1399/1399 [==============================] - 12s 9ms/step - loss: 1.0716e-04 - mean_squared_error: 1.0716e-04 - val_loss: 2.5811e-04 - val_mean_squared_error: 2.5811e-04
Epoch 2/500
1391/1399 [============================>.] - ETA: 0s - loss: 8.7377e-05 - mean_squared_error: 8.7377e-05
Epoch 00002: loss improved from 0.00011 to 0.00009, saving model to ./model_LSTM/45\02-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 8.8975e-05 - mean_squared_error: 8.8975e-05 - val_loss: 2.4250e-04 - val_mean_squared_error: 2.4250e-04
Epoch 3/500
1395/1399 [============================>.] - ETA: 0s - loss: 8.4101e-05 - mean_squared_error: 8.4101e-05
Epoch 00003: loss improved from 0.00009 to 0.00008, saving model to ./model_LSTM/45\03-0.0002.hdf5
1399/1399 [==============================] - 8s 6ms/step - loss: 8.3990e-05 - mean_squared_error: 8.3990e-05 - val_loss: 2.2549e-04 - val_mean_squared_error: 2.2549e-04
Epoch 4/500
1398/1399 [============================>.] - ETA: 0s - loss: 8.0024e-05 - mean_squared_error: 8.0024e-05
Epoch 00004: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/45\04-0.0002.hdf5
1399/1399 [==============================] - 8s 5ms/step - loss: 7.9996e-05 - mean_squared_error: 7.9996e-05 - val_loss: 2.1784e-04 - val_mean_squared_error: 2.1784e-04
Epoch 5/500
1395/1399 [============================>.] - ETA: 0s - loss: 7.8105e-05 - mean_squared_error: 7.8105e-05
Epoch 00005: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/45\05-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 7.7960e-05 - mean_squared_error: 7.7960e-05 - val_loss: 2.1844e-04 - val_mean_squared_error: 2.1844e-04
Epoch 6/500
1393/1399 [============================>.] - ETA: 0s - loss: 7.5535e-05 - mean_squared_error: 7.5535e-05
Epoch 00006: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/45\06-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 7.5556e-05 - mean_squared_error: 7.5556e-05 - val_loss: 2.1540e-04 - val_mean_squared_error: 2.1540e-04
Epoch 7/500
1390/1399 [============================>.] - ETA: 0s - loss: 7.5148e-05 - mean_squared_error: 7.5148e-05
Epoch 00007: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/45\07-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 7.4811e-05 - mean_squared_error: 7.4811e-05 - val_loss: 1.9868e-04 - val_mean_squared_error: 1.9868e-04
Epoch 8/500
1397/1399 [============================>.] - ETA: 0s - loss: 7.2691e-05 - mean_squared_error: 7.2691e-05 ETA: 0s - l
Epoch 00008: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\08-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 7.2628e-05 - mean_squared_error: 7.2628e-05 - val_loss: 2.0411e-04 - val_mean_squared_error: 2.0411e-04
Epoch 9/500
1398/1399 [============================>.] - ETA: 0s - loss: 7.1298e-05 - mean_squared_error: 7.1298e-05
Epoch 00009: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\09-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 7.1270e-05 - mean_squared_error: 7.1270e-05 - val_loss: 2.0231e-04 - val_mean_squared_error: 2.0231e-04
Epoch 10/500
1395/1399 [============================>.] - ETA: 0s - loss: 7.0508e-05 - mean_squared_error: 7.0508e-05
Epoch 00010: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\10-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 7.0475e-05 - mean_squared_error: 7.0475e-05 - val_loss: 1.9844e-04 - val_mean_squared_error: 1.9844e-04
Epoch 11/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.8711e-05 - mean_squared_error: 6.8711e-05 ETA: 1s - loss: 6.9476e-05 - - ETA: 0s - loss: 6.9707e-05 - me
Epoch 00011: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\11-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 6.8538e-05 - mean_squared_error: 6.8538e-05 - val_loss: 2.1084e-04 - val_mean_squared_error: 2.1084e-04
Epoch 12/500
1392/1399 [============================>.] - ETA: 0s - loss: 7.0418e-05 - mean_squared_error: 7.0418e-05
Epoch 00012: loss did not improve from 0.00007
1399/1399 [==============================] - 9s 7ms/step - loss: 7.0398e-05 - mean_squared_error: 7.0398e-05 - val_loss: 2.1958e-04 - val_mean_squared_error: 2.1958e-04
Epoch 13/500
1398/1399 [============================>.] - ETA: 0s - loss: 6.7996e-05 - mean_squared_error: 6.7996e-05
Epoch 00013: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\13-0.0002.hdf5
1399/1399 [==============================] - 11s 8ms/step - loss: 6.8008e-05 - mean_squared_error: 6.8008e-05 - val_loss: 2.1272e-04 - val_mean_squared_error: 2.1272e-04
Epoch 14/500
1399/1399 [==============================] - ETA: 0s - loss: 6.7783e-05 - mean_squared_error: 6.7783e-05
Epoch 00014: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\14-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 6.7783e-05 - mean_squared_error: 6.7783e-05 - val_loss: 2.2015e-04 - val_mean_squared_error: 2.2015e-04
Epoch 15/500
1399/1399 [==============================] - ETA: 0s - loss: 6.6842e-05 - mean_squared_error: 6.6842e-05
Epoch 00015: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\15-0.0002.hdf5
1399/1399 [==============================] - 12s 9ms/step - loss: 6.6842e-05 - mean_squared_error: 6.6842e-05 - val_loss: 2.1234e-04 - val_mean_squared_error: 2.1234e-04
Epoch 16/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.6164e-05 - mean_squared_error: 6.6164e-05
Epoch 00016: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\16-0.0002.hdf5
1399/1399 [==============================] - 14s 10ms/step - loss: 6.6100e-05 - mean_squared_error: 6.6100e-05 - val_loss: 2.0464e-04 - val_mean_squared_error: 2.0464e-04
Epoch 17/500
1399/1399 [==============================] - ETA: 0s - loss: 6.6961e-05 - mean_squared_error: 6.6961e-05
Epoch 00017: loss did not improve from 0.00007
1399/1399 [==============================] - 15s 11ms/step - loss: 6.6961e-05 - mean_squared_error: 6.6961e-05 - val_loss: 2.0575e-04 - val_mean_squared_error: 2.0575e-04
Epoch 18/500
1393/1399 [============================>.] - ETA: 0s - loss: 6.5832e-05 - mean_squared_error: 6.5832e-05
Epoch 00018: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/45\18-0.0002.hdf5
1399/1399 [==============================] - 8s 6ms/step - loss: 6.5644e-05 - mean_squared_error: 6.5644e-05 - val_loss: 2.3218e-04 - val_mean_squared_error: 2.3218e-04
Epoch 19/500
1399/1399 [==============================] - ETA: 0s - loss: 6.4242e-05 - mean_squared_error: 6.4242e-05
Epoch 00019: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/45\19-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 6.4242e-05 - mean_squared_error: 6.4242e-05 - val_loss: 2.0450e-04 - val_mean_squared_error: 2.0450e-04
Epoch 20/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.5217e-05 - mean_squared_error: 6.5217e-05
Epoch 00020: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 6.5164e-05 - mean_squared_error: 6.5164e-05 - val_loss: 2.3181e-04 - val_mean_squared_error: 2.3181e-04
Epoch 21/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.4478e-05 - mean_squared_error: 6.4478e-05
Epoch 00021: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 6.4449e-05 - mean_squared_error: 6.4449e-05 - val_loss: 2.1112e-04 - val_mean_squared_error: 2.1112e-04
Epoch 22/500
1399/1399 [==============================] - ETA: 0s - loss: 6.3992e-05 - mean_squared_error: 6.3992e-05
Epoch 00022: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\22-0.0002.hdf5
1399/1399 [==============================] - 11s 8ms/step - loss: 6.3992e-05 - mean_squared_error: 6.3992e-05 - val_loss: 2.0979e-04 - val_mean_squared_error: 2.0979e-04
Epoch 23/500
1390/1399 [============================>.] - ETA: 0s - loss: 6.4877e-05 - mean_squared_error: 6.4877e-05
Epoch 00023: loss did not improve from 0.00006
1399/1399 [==============================] - 9s 7ms/step - loss: 6.4655e-05 - mean_squared_error: 6.4655e-05 - val_loss: 2.0539e-04 - val_mean_squared_error: 2.0539e-04
Epoch 24/500
1390/1399 [============================>.] - ETA: 0s - loss: 6.3008e-05 - mean_squared_error: 6.3008e-05
Epoch 00024: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\24-0.0002.hdf5
1399/1399 [==============================] - 9s 7ms/step - loss: 6.3428e-05 - mean_squared_error: 6.3428e-05 - val_loss: 2.1675e-04 - val_mean_squared_error: 2.1675e-04
Epoch 25/500
1396/1399 [============================>.] - ETA: 0s - loss: 6.4470e-05 - mean_squared_error: 6.4470e-05
Epoch 00025: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 6.4443e-05 - mean_squared_error: 6.4443e-05 - val_loss: 2.1381e-04 - val_mean_squared_error: 2.1381e-04
Epoch 26/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.3284e-05 - mean_squared_error: 6.3284e-05
Epoch 00026: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\26-0.0002.hdf5
1399/1399 [==============================] - 9s 6ms/step - loss: 6.3105e-05 - mean_squared_error: 6.3105e-05 - val_loss: 2.0582e-04 - val_mean_squared_error: 2.0582e-04
Epoch 27/500
1399/1399 [==============================] - ETA: 0s - loss: 6.3068e-05 - mean_squared_error: 6.3068e-05 ETA: 1s - loss: 6.4221e-05 - mean_squared_error: - ETA: 0s - loss: 6.3
Epoch 00027: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\27-0.0002.hdf5
1399/1399 [==============================] - 13s 9ms/step - loss: 6.3068e-05 - mean_squared_error: 6.3068e-05 - val_loss: 2.0233e-04 - val_mean_squared_error: 2.0233e-04
Epoch 28/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.3707e-05 - mean_squared_error: 6.3707e-05 ETA: 4s - loss: 6.7085e-05 - mean_squared
Epoch 00028: loss did not improve from 0.00006
1399/1399 [==============================] - 17s 12ms/step - loss: 6.3492e-05 - mean_squared_error: 6.3492e-05 - val_loss: 1.9914e-04 - val_mean_squared_error: 1.9914e-04
Epoch 29/500
1398/1399 [============================>.] - ETA: 0s - loss: 6.1318e-05 - mean_squared_error: 6.1318e-05
Epoch 00029: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\29-0.0002.hdf5
1399/1399 [==============================] - 10s 7ms/step - loss: 6.1296e-05 - mean_squared_error: 6.1296e-05 - val_loss: 2.0417e-04 - val_mean_squared_error: 2.0417e-04
Epoch 30/500
1398/1399 [============================>.] - ETA: 0s - loss: 6.2507e-05 - mean_squared_error: 6.2507e-05
Epoch 00030: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 5ms/step - loss: 6.2493e-05 - mean_squared_error: 6.2493e-05 - val_loss: 1.9978e-04 - val_mean_squared_error: 1.9978e-04
Epoch 31/500
1392/1399 [============================>.] - ETA: 0s - loss: 6.2155e-05 - mean_squared_error: 6.2155e-05
Epoch 00031: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.2616e-05 - mean_squared_error: 6.2616e-05 - val_loss: 1.9305e-04 - val_mean_squared_error: 1.9305e-04
Epoch 32/500
1396/1399 [============================>.] - ETA: 0s - loss: 6.0833e-05 - mean_squared_error: 6.0833e-05
Epoch 00032: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/45\32-0.0002.hdf5
1399/1399 [==============================] - 7s 5ms/step - loss: 6.0826e-05 - mean_squared_error: 6.0826e-05 - val_loss: 2.0860e-04 - val_mean_squared_error: 2.0860e-04
Epoch 33/500
1388/1399 [============================>.] - ETA: 0s - loss: 6.1548e-05 - mean_squared_error: 6.1548e-05
Epoch 00033: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.1405e-05 - mean_squared_error: 6.1405e-05 - val_loss: 2.0635e-04 - val_mean_squared_error: 2.0635e-04
Epoch 34/500
1389/1399 [============================>.] - ETA: 0s - loss: 6.2330e-05 - mean_squared_error: 6.2330e-05
Epoch 00034: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.2085e-05 - mean_squared_error: 6.2085e-05 - val_loss: 2.0088e-04 - val_mean_squared_error: 2.0088e-04
Epoch 35/500
1396/1399 [============================>.] - ETA: 0s - loss: 6.2523e-05 - mean_squared_error: 6.2523e-05
Epoch 00035: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.2468e-05 - mean_squared_error: 6.2468e-05 - val_loss: 1.9474e-04 - val_mean_squared_error: 1.9474e-04
Epoch 36/500
1399/1399 [==============================] - ETA: 0s - loss: 6.0953e-05 - mean_squared_error: 6.0953e-05
Epoch 00036: loss did not improve from 0.00006
1399/1399 [==============================] - 7s 5ms/step - loss: 6.0953e-05 - mean_squared_error: 6.0953e-05 - val_loss: 1.9856e-04 - val_mean_squared_error: 1.9856e-04
Epoch 37/500
1399/1399 [==============================] - ETA: 0s - loss: 6.1000e-05 - mean_squared_error: 6.1000e-05
Epoch 00037: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 6ms/step - loss: 6.1000e-05 - mean_squared_error: 6.1000e-05 - val_loss: 2.0738e-04 - val_mean_squared_error: 2.0738e-04
Epoch 00037: early stopping
Epoch 1/500
1397/1399 [============================>.] - ETA: 0s - loss: 5.9788e-05 - mean_squared_error: 5.9788e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/46\01-0.0002.hdf5
1399/1399 [==============================] - 8s 6ms/step - loss: 5.9746e-05 - mean_squared_error: 5.9746e-05 - val_loss: 2.1310e-04 - val_mean_squared_error: 2.1310e-04
Epoch 2/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.1861e-05 - mean_squared_error: 6.1861e-05
Epoch 00002: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 5ms/step - loss: 6.1815e-05 - mean_squared_error: 6.1815e-05 - val_loss: 2.0914e-04 - val_mean_squared_error: 2.0914e-04
Epoch 3/500
1391/1399 [============================>.] - ETA: 0s - loss: 6.0324e-05 - mean_squared_error: 6.0324e-05
Epoch 00003: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 5ms/step - loss: 6.0162e-05 - mean_squared_error: 6.0162e-05 - val_loss: 2.2713e-04 - val_mean_squared_error: 2.2713e-04
Epoch 4/500
1397/1399 [============================>.] - ETA: 0s - loss: 6.0920e-05 - mean_squared_error: 6.0920e-05
Epoch 00004: loss did not improve from 0.00006
1399/1399 [==============================] - 8s 6ms/step - loss: 6.0875e-05 - mean_squared_error: 6.0875e-05 - val_loss: 2.1106e-04 - val_mean_squared_error: 2.1106e-04
Epoch 5/500
1395/1399 [============================>.] - ETA: 0s - loss: 6.0777e-05 - mean_squared_error: 6.0777e-05
Epoch 00005: loss did not improve from 0.00006
1399/1399 [==============================] - 9s 6ms/step - loss: 6.0672e-05 - mean_squared_error: 6.0672e-05 - val_loss: 2.0549e-04 - val_mean_squared_error: 2.0549e-04
Epoch 6/500
1393/1399 [============================>.] - ETA: 0s - loss: 5.9009e-05 - mean_squared_error: 5.9009e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/46\06-0.0002.hdf5
1399/1399 [==============================] - 12s 8ms/step - loss: 5.8877e-05 - mean_squared_error: 5.8877e-05 - val_loss: 2.1894e-04 - val_mean_squared_error: 2.1894e-04
Epoch 7/500
1397/1399 [============================>.] - ETA: 0s - loss: 5.8782e-05 - mean_squared_error: 5.8782e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/46\07-0.0002.hdf5
1399/1399 [==============================] - 13s 9ms/step - loss: 5.8828e-05 - mean_squared_error: 5.8828e-05 - val_loss: 2.1797e-04 - val_mean_squared_error: 2.1797e-04
Epoch 8/500
1394/1399 [============================>.] - ETA: 0s - loss: 6.0591e-05 - mean_squared_error: 6.0591e-05
Epoch 00008: loss did not improve from 0.00006
1399/1399 [==============================] - 12s 9ms/step - loss: 6.0458e-05 - mean_squared_error: 6.0458e-05 - val_loss: 2.1777e-04 - val_mean_squared_error: 2.1777e-04
Epoch 9/500
1397/1399 [============================>.] - ETA: 0s - loss: 5.9350e-05 - mean_squared_error: 5.9350e-05
Epoch 00009: loss did not improve from 0.00006
1399/1399 [==============================] - 12s 8ms/step - loss: 5.9364e-05 - mean_squared_error: 5.9364e-05 - val_loss: 2.2575e-04 - val_mean_squared_error: 2.2575e-04
Epoch 10/500
1396/1399 [============================>.] - ETA: 0s - loss: 5.9181e-05 - mean_squared_error: 5.9181e-05
Epoch 00010: loss did not improve from 0.00006
1399/1399 [==============================] - 12s 8ms/step - loss: 5.9095e-05 - mean_squared_error: 5.9095e-05 - val_loss: 2.2213e-04 - val_mean_squared_error: 2.2213e-04
Epoch 11/500
1399/1399 [==============================] - ETA: 0s - loss: 5.9955e-05 - mean_squared_error: 5.9955e-05
Epoch 00011: loss did not improve from 0.00006
1399/1399 [==============================] - 11s 8ms/step - loss: 5.9955e-05 - mean_squared_error: 5.9955e-05 - val_loss: 2.5235e-04 - val_mean_squared_error: 2.5235e-04
Epoch 12/500
1396/1399 [============================>.] - ETA: 0s - loss: 5.9754e-05 - mean_squared_error: 5.9754e-05
Epoch 00012: loss did not improve from 0.00006
1399/1399 [==============================] - 10s 7ms/step - loss: 5.9703e-05 - mean_squared_error: 5.9703e-05 - val_loss: 2.1315e-04 - val_mean_squared_error: 2.1315e-04
Epoch 00012: early stopping
Epoch 1/500
2211/2214 [============================>.] - ETA: 0s - loss: 1.1488e-04 - mean_squared_error: 1.1488e-04
Epoch 00001: loss improved from inf to 0.00012, saving model to ./model_LSTM/47\01-0.0000.hdf5
2214/2214 [==============================] - 17s 8ms/step - loss: 1.1502e-04 - mean_squared_error: 1.1502e-04 - val_loss: 3.9339e-05 - val_mean_squared_error: 3.9339e-05
Epoch 2/500
2209/2214 [============================>.] - ETA: 0s - loss: 1.0609e-04 - mean_squared_error: 1.0609e-04
Epoch 00002: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/47\02-0.0000.hdf5
2214/2214 [==============================] - 16s 7ms/step - loss: 1.0590e-04 - mean_squared_error: 1.0590e-04 - val_loss: 3.6638e-05 - val_mean_squared_error: 3.6638e-05
Epoch 3/500
2208/2214 [============================>.] - ETA: 0s - loss: 1.0359e-04 - mean_squared_error: 1.0359e-04
Epoch 00003: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/47\03-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 1.0343e-04 - mean_squared_error: 1.0343e-04 - val_loss: 3.5171e-05 - val_mean_squared_error: 3.5171e-05
Epoch 4/500
2213/2214 [============================>.] - ETA: 0s - loss: 1.0186e-04 - mean_squared_error: 1.0186e-04
Epoch 00004: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\04-0.0000.hdf5
2214/2214 [==============================] - 15s 7ms/step - loss: 1.0183e-04 - mean_squared_error: 1.0183e-04 - val_loss: 3.7741e-05 - val_mean_squared_error: 3.7741e-05
Epoch 5/500
2208/2214 [============================>.] - ETA: 0s - loss: 1.0091e-04 - mean_squared_error: 1.0091e-04
Epoch 00005: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\05-0.0000.hdf5
2214/2214 [==============================] - 16s 7ms/step - loss: 1.0165e-04 - mean_squared_error: 1.0165e-04 - val_loss: 4.7884e-05 - val_mean_squared_error: 4.7884e-05
Epoch 6/500
2213/2214 [============================>.] - ETA: 0s - loss: 1.0139e-04 - mean_squared_error: 1.0139e-04
Epoch 00006: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\06-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 1.0137e-04 - mean_squared_error: 1.0137e-04 - val_loss: 3.7302e-05 - val_mean_squared_error: 3.7302e-05
Epoch 7/500
2209/2214 [============================>.] - ETA: 0s - loss: 9.9365e-05 - mean_squared_error: 9.9365e-05
Epoch 00007: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\07-0.0000.hdf5
2214/2214 [==============================] - 23s 10ms/step - loss: 9.9284e-05 - mean_squared_error: 9.9284e-05 - val_loss: 3.7550e-05 - val_mean_squared_error: 3.7550e-05
Epoch 8/500
2210/2214 [============================>.] - ETA: 0s - loss: 9.7772e-05 - mean_squared_error: 9.7772e-05
Epoch 00008: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\08-0.0000.hdf5
2214/2214 [==============================] - 19s 8ms/step - loss: 9.8572e-05 - mean_squared_error: 9.8572e-05 - val_loss: 3.7096e-05 - val_mean_squared_error: 3.7096e-05
Epoch 9/500
2210/2214 [============================>.] - ETA: 0s - loss: 1.0001e-04 - mean_squared_error: 1.0001e-04
Epoch 00009: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 9.9888e-05 - mean_squared_error: 9.9888e-05 - val_loss: 3.5304e-05 - val_mean_squared_error: 3.5304e-05
Epoch 10/500
2212/2214 [============================>.] - ETA: 0s - loss: 9.9221e-05 - mean_squared_error: 9.9221e-05
Epoch 00010: loss did not improve from 0.00010
2214/2214 [==============================] - 13s 6ms/step - loss: 9.9227e-05 - mean_squared_error: 9.9227e-05 - val_loss: 4.0929e-05 - val_mean_squared_error: 4.0929e-05
Epoch 11/500
2205/2214 [============================>.] - ETA: 0s - loss: 9.9062e-05 - mean_squared_error: 9.9062e-05
Epoch 00011: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 9.8755e-05 - mean_squared_error: 9.8755e-05 - val_loss: 3.6839e-05 - val_mean_squared_error: 3.6839e-05
Epoch 12/500
2214/2214 [==============================] - ETA: 0s - loss: 9.8054e-05 - mean_squared_error: 9.8054e-05
Epoch 00012: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\12-0.0000.hdf5
2214/2214 [==============================] - 14s 6ms/step - loss: 9.8054e-05 - mean_squared_error: 9.8054e-05 - val_loss: 3.7984e-05 - val_mean_squared_error: 3.7984e-05
Epoch 13/500
2209/2214 [============================>.] - ETA: 0s - loss: 9.8358e-05 - mean_squared_error: 9.8358e-05
Epoch 00013: loss did not improve from 0.00010
2214/2214 [==============================] - 17s 8ms/step - loss: 9.8167e-05 - mean_squared_error: 9.8167e-05 - val_loss: 3.4848e-05 - val_mean_squared_error: 3.4848e-05
Epoch 14/500
2209/2214 [============================>.] - ETA: 0s - loss: 9.8781e-05 - mean_squared_error: 9.8781e-05
Epoch 00014: loss did not improve from 0.00010
2214/2214 [==============================] - 19s 9ms/step - loss: 9.8649e-05 - mean_squared_error: 9.8649e-05 - val_loss: 3.4495e-05 - val_mean_squared_error: 3.4495e-05
Epoch 15/500
2208/2214 [============================>.] - ETA: 0s - loss: 9.7162e-05 - mean_squared_error: 9.7162e-05
Epoch 00015: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\15-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 9.7589e-05 - mean_squared_error: 9.7589e-05 - val_loss: 4.1109e-05 - val_mean_squared_error: 4.1109e-05
Epoch 16/500
2211/2214 [============================>.] - ETA: 0s - loss: 9.7914e-05 - mean_squared_error: 9.7914e-05
Epoch 00016: loss did not improve from 0.00010
2214/2214 [==============================] - 20s 9ms/step - loss: 9.7858e-05 - mean_squared_error: 9.7858e-05 - val_loss: 3.4908e-05 - val_mean_squared_error: 3.4908e-05
Epoch 17/500
2212/2214 [============================>.] - ETA: 0s - loss: 9.7292e-05 - mean_squared_error: 9.7292e-05
Epoch 00017: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\17-0.0000.hdf5
2214/2214 [==============================] - 18s 8ms/step - loss: 9.7229e-05 - mean_squared_error: 9.7229e-05 - val_loss: 3.6013e-05 - val_mean_squared_error: 3.6013e-05
Epoch 18/500
2210/2214 [============================>.] - ETA: 0s - loss: 9.6728e-05 - mean_squared_error: 9.6728e-05
Epoch 00018: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/47\18-0.0000.hdf5
2214/2214 [==============================] - 15s 7ms/step - loss: 9.6650e-05 - mean_squared_error: 9.6650e-05 - val_loss: 3.8324e-05 - val_mean_squared_error: 3.8324e-05
Epoch 19/500
2205/2214 [============================>.] - ETA: 0s - loss: 9.8045e-05 - mean_squared_error: 9.8045e-05
Epoch 00019: loss did not improve from 0.00010
2214/2214 [==============================] - 13s 6ms/step - loss: 9.7776e-05 - mean_squared_error: 9.7776e-05 - val_loss: 3.7120e-05 - val_mean_squared_error: 3.7120e-05
Epoch 20/500
2208/2214 [============================>.] - ETA: 0s - loss: 9.7358e-05 - mean_squared_error: 9.7358e-05
Epoch 00020: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 9.7391e-05 - mean_squared_error: 9.7391e-05 - val_loss: 3.3812e-05 - val_mean_squared_error: 3.3812e-05
Epoch 21/500
2214/2214 [==============================] - ETA: 0s - loss: 9.6920e-05 - mean_squared_error: 9.6920e-05
Epoch 00021: loss did not improve from 0.00010
2214/2214 [==============================] - 14s 6ms/step - loss: 9.6920e-05 - mean_squared_error: 9.6920e-05 - val_loss: 3.8159e-05 - val_mean_squared_error: 3.8159e-05
Epoch 22/500
2207/2214 [============================>.] - ETA: 0s - loss: 1.0289e-04 - mean_squared_error: 1.0289e-04
Epoch 00022: loss did not improve from 0.00010
2214/2214 [==============================] - 15s 7ms/step - loss: 1.0272e-04 - mean_squared_error: 1.0272e-04 - val_loss: 3.5335e-05 - val_mean_squared_error: 3.5335e-05
Epoch 23/500
2214/2214 [==============================] - ETA: 0s - loss: 9.9002e-05 - mean_squared_error: 9.9002e-05
Epoch 00023: loss did not improve from 0.00010
2214/2214 [==============================] - 17s 8ms/step - loss: 9.9002e-05 - mean_squared_error: 9.9002e-05 - val_loss: 3.5130e-05 - val_mean_squared_error: 3.5130e-05
Epoch 00023: early stopping
Epoch 1/500
2226/2226 [==============================] - ETA: 0s - loss: 7.9155e-05 - mean_squared_error: 7.9155e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/48\01-0.0000.hdf5
2226/2226 [==============================] - 17s 8ms/step - loss: 7.9155e-05 - mean_squared_error: 7.9155e-05 - val_loss: 3.1235e-05 - val_mean_squared_error: 3.1235e-05
Epoch 2/500
2221/2226 [============================>.] - ETA: 0s - loss: 7.7265e-05 - mean_squared_error: 7.7265e-05
Epoch 00002: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/48\02-0.0000.hdf5
2226/2226 [==============================] - 22s 10ms/step - loss: 7.7153e-05 - mean_squared_error: 7.7153e-05 - val_loss: 3.1139e-05 - val_mean_squared_error: 3.1139e-05
Epoch 3/500
2220/2226 [============================>.] - ETA: 0s - loss: 7.7214e-05 - mean_squared_error: 7.7214e-05
Epoch 00003: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/48\03-0.0000.hdf5
2226/2226 [==============================] - 19s 9ms/step - loss: 7.7107e-05 - mean_squared_error: 7.7107e-05 - val_loss: 3.6322e-05 - val_mean_squared_error: 3.6322e-05
Epoch 4/500
2218/2226 [============================>.] - ETA: 0s - loss: 7.5708e-05 - mean_squared_error: 7.5708e-05
Epoch 00004: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/48\04-0.0000.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 7.5539e-05 - mean_squared_error: 7.5539e-05 - val_loss: 3.2823e-05 - val_mean_squared_error: 3.2823e-05
Epoch 5/500
2224/2226 [============================>.] - ETA: 0s - loss: 7.6381e-05 - mean_squared_error: 7.6381e-05
Epoch 00005: loss did not improve from 0.00008
2226/2226 [==============================] - 14s 6ms/step - loss: 7.6333e-05 - mean_squared_error: 7.6333e-05 - val_loss: 3.2073e-05 - val_mean_squared_error: 3.2073e-05
Epoch 6/500
2223/2226 [============================>.] - ETA: 0s - loss: 7.3641e-05 - mean_squared_error: 7.3641e-05
Epoch 00006: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/48\06-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 7.3573e-05 - mean_squared_error: 7.3573e-05 - val_loss: 3.2446e-05 - val_mean_squared_error: 3.2446e-05
Epoch 7/500
2219/2226 [============================>.] - ETA: 0s - loss: 7.4890e-05 - mean_squared_error: 7.4890e-05
Epoch 00007: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 7.5040e-05 - mean_squared_error: 7.5040e-05 - val_loss: 3.2189e-05 - val_mean_squared_error: 3.2189e-05
Epoch 8/500
2221/2226 [============================>.] - ETA: 0s - loss: 7.3249e-05 - mean_squared_error: 7.3249e-05
Epoch 00008: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\08-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 7.3137e-05 - mean_squared_error: 7.3137e-05 - val_loss: 3.3331e-05 - val_mean_squared_error: 3.3331e-05
Epoch 9/500
2218/2226 [============================>.] - ETA: 0s - loss: 7.4081e-05 - mean_squared_error: 7.4081e-05
Epoch 00009: loss did not improve from 0.00007
2226/2226 [==============================] - 18s 8ms/step - loss: 7.4232e-05 - mean_squared_error: 7.4232e-05 - val_loss: 3.2590e-05 - val_mean_squared_error: 3.2590e-05
Epoch 10/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.3362e-05 - mean_squared_error: 7.3362e-05
Epoch 00010: loss did not improve from 0.00007
2226/2226 [==============================] - 17s 8ms/step - loss: 7.3261e-05 - mean_squared_error: 7.3261e-05 - val_loss: 3.7885e-05 - val_mean_squared_error: 3.7885e-05
Epoch 11/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.1442e-05 - mean_squared_error: 7.1442e-05
Epoch 00011: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\11-0.0000.hdf5
2226/2226 [==============================] - 17s 8ms/step - loss: 7.1346e-05 - mean_squared_error: 7.1346e-05 - val_loss: 3.2621e-05 - val_mean_squared_error: 3.2621e-05
Epoch 12/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.0607e-05 - mean_squared_error: 7.0607e-05 ETA: 2s - loss:
Epoch 00012: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\12-0.0000.hdf5
2226/2226 [==============================] - 20s 9ms/step - loss: 7.0512e-05 - mean_squared_error: 7.0512e-05 - val_loss: 3.3224e-05 - val_mean_squared_error: 3.3224e-05
Epoch 13/500
2225/2226 [============================>.] - ETA: 0s - loss: 7.2836e-05 - mean_squared_error: 7.2836e-05
Epoch 00013: loss did not improve from 0.00007
2226/2226 [==============================] - 15s 7ms/step - loss: 7.2825e-05 - mean_squared_error: 7.2825e-05 - val_loss: 3.1872e-05 - val_mean_squared_error: 3.1872e-05
Epoch 14/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.2004e-05 - mean_squared_error: 7.2004e-05
Epoch 00014: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 7.1902e-05 - mean_squared_error: 7.1902e-05 - val_loss: 3.2563e-05 - val_mean_squared_error: 3.2563e-05
Epoch 15/500
2221/2226 [============================>.] - ETA: 0s - loss: 7.2480e-05 - mean_squared_error: 7.2480e-05
Epoch 00015: loss did not improve from 0.00007
2226/2226 [==============================] - 17s 7ms/step - loss: 7.2358e-05 - mean_squared_error: 7.2358e-05 - val_loss: 3.1032e-05 - val_mean_squared_error: 3.1032e-05
Epoch 16/500
2223/2226 [============================>.] - ETA: 0s - loss: 7.0282e-05 - mean_squared_error: 7.0282e-05
Epoch 00016: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\16-0.0000.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 7.0255e-05 - mean_squared_error: 7.0255e-05 - val_loss: 3.4303e-05 - val_mean_squared_error: 3.4303e-05
Epoch 17/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.1524e-05 - mean_squared_error: 7.1524e-05
Epoch 00017: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 7.1437e-05 - mean_squared_error: 7.1437e-05 - val_loss: 3.1671e-05 - val_mean_squared_error: 3.1671e-05
Epoch 18/500
2222/2226 [============================>.] - ETA: 0s - loss: 7.1023e-05 - mean_squared_error: 7.1023e-05
Epoch 00018: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 7.0937e-05 - mean_squared_error: 7.0937e-05 - val_loss: 3.3991e-05 - val_mean_squared_error: 3.3991e-05
Epoch 19/500
2225/2226 [============================>.] - ETA: 0s - loss: 7.0952e-05 - mean_squared_error: 7.0952e-05
Epoch 00019: loss did not improve from 0.00007
2226/2226 [==============================] - 15s 7ms/step - loss: 7.0958e-05 - mean_squared_error: 7.0958e-05 - val_loss: 3.1598e-05 - val_mean_squared_error: 3.1598e-05
Epoch 20/500
2221/2226 [============================>.] - ETA: 0s - loss: 6.9688e-05 - mean_squared_error: 6.9688e-05
Epoch 00020: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\20-0.0000.hdf5
2226/2226 [==============================] - 14s 6ms/step - loss: 6.9564e-05 - mean_squared_error: 6.9564e-05 - val_loss: 3.1580e-05 - val_mean_squared_error: 3.1580e-05
Epoch 21/500
2223/2226 [============================>.] - ETA: 0s - loss: 6.9550e-05 - mean_squared_error: 6.9550e-05
Epoch 00021: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\21-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 6.9491e-05 - mean_squared_error: 6.9491e-05 - val_loss: 3.3056e-05 - val_mean_squared_error: 3.3056e-05
Epoch 22/500
2226/2226 [==============================] - ETA: 0s - loss: 6.9159e-05 - mean_squared_error: 6.9159e-05
Epoch 00022: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\22-0.0000.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 6.9159e-05 - mean_squared_error: 6.9159e-05 - val_loss: 3.1633e-05 - val_mean_squared_error: 3.1633e-05
Epoch 23/500
2219/2226 [============================>.] - ETA: 0s - loss: 7.0314e-05 - mean_squared_error: 7.0314e-05
Epoch 00023: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 7.0143e-05 - mean_squared_error: 7.0143e-05 - val_loss: 3.2434e-05 - val_mean_squared_error: 3.2434e-05
Epoch 24/500
2226/2226 [==============================] - ETA: 0s - loss: 7.0729e-05 - mean_squared_error: 7.0729e-05
Epoch 00024: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 7.0729e-05 - mean_squared_error: 7.0729e-05 - val_loss: 3.2273e-05 - val_mean_squared_error: 3.2273e-05
Epoch 25/500
2221/2226 [============================>.] - ETA: 0s - loss: 6.9091e-05 - mean_squared_error: 6.9091e-05
Epoch 00025: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\25-0.0000.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 6.8963e-05 - mean_squared_error: 6.8963e-05 - val_loss: 3.1403e-05 - val_mean_squared_error: 3.1403e-05
Epoch 26/500
2220/2226 [============================>.] - ETA: 0s - loss: 6.8494e-05 - mean_squared_error: 6.8494e-05
Epoch 00026: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\26-0.0000.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 6.8437e-05 - mean_squared_error: 6.8437e-05 - val_loss: 4.2010e-05 - val_mean_squared_error: 4.2010e-05
Epoch 27/500
2220/2226 [============================>.] - ETA: 0s - loss: 6.7925e-05 - mean_squared_error: 6.7925e-05
Epoch 00027: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\27-0.0000.hdf5
2226/2226 [==============================] - 12s 6ms/step - loss: 6.7791e-05 - mean_squared_error: 6.7791e-05 - val_loss: 3.1585e-05 - val_mean_squared_error: 3.1585e-05
Epoch 28/500
2222/2226 [============================>.] - ETA: 0s - loss: 6.8815e-05 - mean_squared_error: 6.8815e-05
Epoch 00028: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 6.8717e-05 - mean_squared_error: 6.8717e-05 - val_loss: 3.5595e-05 - val_mean_squared_error: 3.5595e-05
Epoch 29/500
2218/2226 [============================>.] - ETA: 0s - loss: 6.8489e-05 - mean_squared_error: 6.8489e-05
Epoch 00029: loss did not improve from 0.00007
2226/2226 [==============================] - 15s 7ms/step - loss: 6.9468e-05 - mean_squared_error: 6.9468e-05 - val_loss: 4.4641e-05 - val_mean_squared_error: 4.4641e-05
Epoch 30/500
2225/2226 [============================>.] - ETA: 0s - loss: 6.7342e-05 - mean_squared_error: 6.7342e-05
Epoch 00030: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\30-0.0000.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 6.7327e-05 - mean_squared_error: 6.7327e-05 - val_loss: 3.1775e-05 - val_mean_squared_error: 3.1775e-05
Epoch 31/500
2222/2226 [============================>.] - ETA: 0s - loss: 6.8131e-05 - mean_squared_error: 6.8131e-05
Epoch 00031: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 6.8050e-05 - mean_squared_error: 6.8050e-05 - val_loss: 3.1674e-05 - val_mean_squared_error: 3.1674e-05
Epoch 32/500
2220/2226 [============================>.] - ETA: 0s - loss: 6.8316e-05 - mean_squared_error: 6.8316e-05
Epoch 00032: loss did not improve from 0.00007
2226/2226 [==============================] - 14s 6ms/step - loss: 6.8240e-05 - mean_squared_error: 6.8240e-05 - val_loss: 3.2312e-05 - val_mean_squared_error: 3.2312e-05
Epoch 33/500
2225/2226 [============================>.] - ETA: 0s - loss: 6.7293e-05 - mean_squared_error: 6.7293e-05
Epoch 00033: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\33-0.0000.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 6.7278e-05 - mean_squared_error: 6.7278e-05 - val_loss: 3.4143e-05 - val_mean_squared_error: 3.4143e-05
Epoch 34/500
2217/2226 [============================>.] - ETA: 0s - loss: 6.6601e-05 - mean_squared_error: 6.6601e-05
Epoch 00034: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/48\34-0.0000.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 6.6501e-05 - mean_squared_error: 6.6501e-05 - val_loss: 3.1012e-05 - val_mean_squared_error: 3.1012e-05
Epoch 35/500
2223/2226 [============================>.] - ETA: 0s - loss: 6.7153e-05 - mean_squared_error: 6.7153e-05
Epoch 00035: loss did not improve from 0.00007
2226/2226 [==============================] - 13s 6ms/step - loss: 6.7091e-05 - mean_squared_error: 6.7091e-05 - val_loss: 3.5153e-05 - val_mean_squared_error: 3.5153e-05
Epoch 36/500
2222/2226 [============================>.] - ETA: 0s - loss: 6.8768e-05 - mean_squared_error: 6.8768e-05
Epoch 00036: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 6.8680e-05 - mean_squared_error: 6.8680e-05 - val_loss: 3.0635e-05 - val_mean_squared_error: 3.0635e-05
Epoch 37/500
2220/2226 [============================>.] - ETA: 0s - loss: 7.0100e-05 - mean_squared_error: 7.0100e-05
Epoch 00037: loss did not improve from 0.00007
2226/2226 [==============================] - 11s 5ms/step - loss: 6.9997e-05 - mean_squared_error: 6.9997e-05 - val_loss: 3.8006e-05 - val_mean_squared_error: 3.8006e-05
Epoch 38/500
2224/2226 [============================>.] - ETA: 0s - loss: 7.0484e-05 - mean_squared_error: 7.0484e-05
Epoch 00038: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 7.0456e-05 - mean_squared_error: 7.0456e-05 - val_loss: 3.1039e-05 - val_mean_squared_error: 3.1039e-05
Epoch 39/500
2219/2226 [============================>.] - ETA: 0s - loss: 6.8921e-05 - mean_squared_error: 6.8921e-05
Epoch 00039: loss did not improve from 0.00007
2226/2226 [==============================] - 12s 5ms/step - loss: 6.9061e-05 - mean_squared_error: 6.9061e-05 - val_loss: 3.1665e-05 - val_mean_squared_error: 3.1665e-05
Epoch 00039: early stopping
Epoch 1/500
2207/2208 [============================>.] - ETA: 0s - loss: 5.7162e-05 - mean_squared_error: 5.7162e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/49\01-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 5.7156e-05 - mean_squared_error: 5.7156e-05 - val_loss: 4.7064e-05 - val_mean_squared_error: 4.7064e-05
Epoch 2/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.9430e-05 - mean_squared_error: 4.9430e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/49\02-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.9516e-05 - mean_squared_error: 4.9516e-05 - val_loss: 4.5533e-05 - val_mean_squared_error: 4.5533e-05
Epoch 3/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.7905e-05 - mean_squared_error: 4.7905e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\03-0.0000.hdf5
2208/2208 [==============================] - 12s 6ms/step - loss: 4.7783e-05 - mean_squared_error: 4.7783e-05 - val_loss: 4.0954e-05 - val_mean_squared_error: 4.0954e-05
Epoch 4/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.6674e-05 - mean_squared_error: 4.6674e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\04-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.6657e-05 - mean_squared_error: 4.6657e-05 - val_loss: 4.2189e-05 - val_mean_squared_error: 4.2189e-05
Epoch 5/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.6154e-05 - mean_squared_error: 4.6154e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\05-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.6114e-05 - mean_squared_error: 4.6114e-05 - val_loss: 4.1727e-05 - val_mean_squared_error: 4.1727e-05
Epoch 6/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.5809e-05 - mean_squared_error: 4.5809e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\06-0.0000.hdf5
2208/2208 [==============================] - 16s 7ms/step - loss: 4.5736e-05 - mean_squared_error: 4.5736e-05 - val_loss: 4.0496e-05 - val_mean_squared_error: 4.0496e-05
Epoch 7/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.5423e-05 - mean_squared_error: 4.5423e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/49\07-0.0000.hdf5
2208/2208 [==============================] - 15s 7ms/step - loss: 4.5377e-05 - mean_squared_error: 4.5377e-05 - val_loss: 4.7308e-05 - val_mean_squared_error: 4.7308e-05
Epoch 8/500
2198/2208 [============================>.] - ETA: 0s - loss: 4.4646e-05 - mean_squared_error: 4.4646e-05
Epoch 00008: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/49\08-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.4544e-05 - mean_squared_error: 4.4544e-05 - val_loss: 4.1114e-05 - val_mean_squared_error: 4.1114e-05
Epoch 9/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.4323e-05 - mean_squared_error: 4.4323e-05
Epoch 00009: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\09-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.4327e-05 - mean_squared_error: 4.4327e-05 - val_loss: 4.0703e-05 - val_mean_squared_error: 4.0703e-05
Epoch 10/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.3873e-05 - mean_squared_error: 4.3873e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\10-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3868e-05 - mean_squared_error: 4.3868e-05 - val_loss: 3.9969e-05 - val_mean_squared_error: 3.9969e-05
Epoch 11/500
2208/2208 [==============================] - ETA: 0s - loss: 4.3795e-05 - mean_squared_error: 4.3795e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\11-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3795e-05 - mean_squared_error: 4.3795e-05 - val_loss: 4.0732e-05 - val_mean_squared_error: 4.0732e-05
Epoch 12/500
2208/2208 [==============================] - ETA: 0s - loss: 4.3377e-05 - mean_squared_error: 4.3377e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\12-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3377e-05 - mean_squared_error: 4.3377e-05 - val_loss: 3.9818e-05 - val_mean_squared_error: 3.9818e-05
Epoch 13/500
2208/2208 [==============================] - ETA: 0s - loss: 4.3480e-05 - mean_squared_error: 4.3480e-05
Epoch 00013: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.3480e-05 - mean_squared_error: 4.3480e-05 - val_loss: 4.1171e-05 - val_mean_squared_error: 4.1171e-05
Epoch 14/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.3202e-05 - mean_squared_error: 4.3202e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\14-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.3154e-05 - mean_squared_error: 4.3154e-05 - val_loss: 3.9795e-05 - val_mean_squared_error: 3.9795e-05
Epoch 15/500
2198/2208 [============================>.] - ETA: 0s - loss: 4.3096e-05 - mean_squared_error: 4.3096e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\15-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.3063e-05 - mean_squared_error: 4.3063e-05 - val_loss: 3.9943e-05 - val_mean_squared_error: 3.9943e-05
Epoch 16/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.3357e-05 - mean_squared_error: 4.3357e-05
Epoch 00016: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.3279e-05 - mean_squared_error: 4.3279e-05 - val_loss: 4.0455e-05 - val_mean_squared_error: 4.0455e-05
Epoch 17/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.2738e-05 - mean_squared_error: 4.2738e-05
Epoch 00017: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\17-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.2738e-05 - mean_squared_error: 4.2738e-05 - val_loss: 3.9204e-05 - val_mean_squared_error: 3.9204e-05
Epoch 18/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.2686e-05 - mean_squared_error: 4.2686e-05
Epoch 00018: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\18-0.0000.hdf5
2208/2208 [==============================] - 16s 7ms/step - loss: 4.2662e-05 - mean_squared_error: 4.2662e-05 - val_loss: 3.9863e-05 - val_mean_squared_error: 3.9863e-05
Epoch 19/500
2205/2208 [============================>.] - ETA: 0s - loss: 4.2693e-05 - mean_squared_error: 4.2693e-05
Epoch 00019: loss did not improve from 0.00004
2208/2208 [==============================] - 16s 7ms/step - loss: 4.2700e-05 - mean_squared_error: 4.2700e-05 - val_loss: 3.9322e-05 - val_mean_squared_error: 3.9322e-05
Epoch 20/500
2198/2208 [============================>.] - ETA: 0s - loss: 4.2791e-05 - mean_squared_error: 4.2791e-05
Epoch 00020: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.2700e-05 - mean_squared_error: 4.2700e-05 - val_loss: 3.9696e-05 - val_mean_squared_error: 3.9696e-05
Epoch 21/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.2181e-05 - mean_squared_error: 4.2181e-05
Epoch 00021: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\21-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.2217e-05 - mean_squared_error: 4.2217e-05 - val_loss: 4.0195e-05 - val_mean_squared_error: 4.0195e-05
Epoch 22/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.2393e-05 - mean_squared_error: 4.2393e-05
Epoch 00022: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2381e-05 - mean_squared_error: 4.2381e-05 - val_loss: 3.8920e-05 - val_mean_squared_error: 3.8920e-05
Epoch 23/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2562e-05 - mean_squared_error: 4.2562e-05
Epoch 00023: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2559e-05 - mean_squared_error: 4.2559e-05 - val_loss: 4.1861e-05 - val_mean_squared_error: 4.1861e-05
Epoch 24/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2516e-05 - mean_squared_error: 4.2516e-05
Epoch 00024: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2512e-05 - mean_squared_error: 4.2512e-05 - val_loss: 4.0891e-05 - val_mean_squared_error: 4.0891e-05
Epoch 25/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.1948e-05 - mean_squared_error: 4.1948e-05
Epoch 00025: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\25-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2200e-05 - mean_squared_error: 4.2200e-05 - val_loss: 4.2359e-05 - val_mean_squared_error: 4.2359e-05
Epoch 26/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1883e-05 - mean_squared_error: 4.1883e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\26-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.1860e-05 - mean_squared_error: 4.1860e-05 - val_loss: 3.9641e-05 - val_mean_squared_error: 3.9641e-05
Epoch 27/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.2437e-05 - mean_squared_error: 4.2437e-05
Epoch 00027: loss did not improve from 0.00004
2208/2208 [==============================] - 12s 5ms/step - loss: 4.2367e-05 - mean_squared_error: 4.2367e-05 - val_loss: 3.9378e-05 - val_mean_squared_error: 3.9378e-05
Epoch 28/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1896e-05 - mean_squared_error: 4.1896e-05
Epoch 00028: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\28-0.0000.hdf5
2208/2208 [==============================] - 13s 6ms/step - loss: 4.1838e-05 - mean_squared_error: 4.1838e-05 - val_loss: 3.9411e-05 - val_mean_squared_error: 3.9411e-05
Epoch 29/500
2205/2208 [============================>.] - ETA: 0s - loss: 4.1830e-05 - mean_squared_error: 4.1830e-05
Epoch 00029: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.1853e-05 - mean_squared_error: 4.1853e-05 - val_loss: 3.8922e-05 - val_mean_squared_error: 3.8922e-05
Epoch 30/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.1654e-05 - mean_squared_error: 4.1654e-05
Epoch 00030: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\30-0.0000.hdf5
2208/2208 [==============================] - 14s 7ms/step - loss: 4.1665e-05 - mean_squared_error: 4.1665e-05 - val_loss: 3.9746e-05 - val_mean_squared_error: 3.9746e-05
Epoch 31/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.2035e-05 - mean_squared_error: 4.2035e-05
Epoch 00031: loss did not improve from 0.00004
2208/2208 [==============================] - 15s 7ms/step - loss: 4.2024e-05 - mean_squared_error: 4.2024e-05 - val_loss: 4.0324e-05 - val_mean_squared_error: 4.0324e-05
Epoch 32/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.2152e-05 - mean_squared_error: 4.2152e-05
Epoch 00032: loss did not improve from 0.00004
2208/2208 [==============================] - 13s 6ms/step - loss: 4.2278e-05 - mean_squared_error: 4.2278e-05 - val_loss: 4.5091e-05 - val_mean_squared_error: 4.5091e-05
Epoch 33/500
2208/2208 [==============================] - ETA: 0s - loss: 4.1520e-05 - mean_squared_error: 4.1520e-05
Epoch 00033: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\33-0.0000.hdf5
2208/2208 [==============================] - 12s 6ms/step - loss: 4.1520e-05 - mean_squared_error: 4.1520e-05 - val_loss: 4.0710e-05 - val_mean_squared_error: 4.0710e-05
Epoch 34/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2123e-05 - mean_squared_error: 4.2123e-05
Epoch 00034: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2119e-05 - mean_squared_error: 4.2119e-05 - val_loss: 4.1312e-05 - val_mean_squared_error: 4.1312e-05
Epoch 35/500
2207/2208 [============================>.] - ETA: 0s - loss: 4.2220e-05 - mean_squared_error: 4.2220e-05
Epoch 00035: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.2216e-05 - mean_squared_error: 4.2216e-05 - val_loss: 4.0551e-05 - val_mean_squared_error: 4.0551e-05
Epoch 36/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.1409e-05 - mean_squared_error: 4.1409e-05
Epoch 00036: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\36-0.0000.hdf5
2208/2208 [==============================] - 12s 5ms/step - loss: 4.1431e-05 - mean_squared_error: 4.1431e-05 - val_loss: 4.0738e-05 - val_mean_squared_error: 4.0738e-05
Epoch 37/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.1488e-05 - mean_squared_error: 4.1488e-05
Epoch 00037: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1470e-05 - mean_squared_error: 4.1470e-05 - val_loss: 3.8622e-05 - val_mean_squared_error: 3.8622e-05
Epoch 38/500
2199/2208 [============================>.] - ETA: 0s - loss: 4.1366e-05 - mean_squared_error: 4.1366e-05
Epoch 00038: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\38-0.0000.hdf5
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1385e-05 - mean_squared_error: 4.1385e-05 - val_loss: 3.9300e-05 - val_mean_squared_error: 3.9300e-05
Epoch 39/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.1496e-05 - mean_squared_error: 4.1496e-05
Epoch 00039: loss did not improve from 0.00004
2208/2208 [==============================] - 12s 5ms/step - loss: 4.1447e-05 - mean_squared_error: 4.1447e-05 - val_loss: 4.1786e-05 - val_mean_squared_error: 4.1786e-05
Epoch 40/500
2201/2208 [============================>.] - ETA: 0s - loss: 4.1441e-05 - mean_squared_error: 4.1441e-05
Epoch 00040: loss did not improve from 0.00004
2208/2208 [==============================] - 12s 6ms/step - loss: 4.1452e-05 - mean_squared_error: 4.1452e-05 - val_loss: 4.5749e-05 - val_mean_squared_error: 4.5749e-05
Epoch 41/500
2208/2208 [==============================] - ETA: 0s - loss: 4.1159e-05 - mean_squared_error: 4.1159e-05
Epoch 00041: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\41-0.0000.hdf5
2208/2208 [==============================] - 14s 6ms/step - loss: 4.1159e-05 - mean_squared_error: 4.1159e-05 - val_loss: 3.8858e-05 - val_mean_squared_error: 3.8858e-05
Epoch 42/500
2205/2208 [============================>.] - ETA: 0s - loss: 4.1385e-05 - mean_squared_error: 4.1385e-05
Epoch 00042: loss did not improve from 0.00004
2208/2208 [==============================] - 19s 9ms/step - loss: 4.1370e-05 - mean_squared_error: 4.1370e-05 - val_loss: 5.1553e-05 - val_mean_squared_error: 5.1553e-05
Epoch 43/500
2202/2208 [============================>.] - ETA: 0s - loss: 4.1125e-05 - mean_squared_error: 4.1125e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/49\43-0.0000.hdf5
2208/2208 [==============================] - 19s 8ms/step - loss: 4.1062e-05 - mean_squared_error: 4.1062e-05 - val_loss: 3.9354e-05 - val_mean_squared_error: 3.9354e-05
Epoch 44/500
2200/2208 [============================>.] - ETA: 0s - loss: 4.1076e-05 - mean_squared_error: 4.1076e-05
Epoch 00044: loss did not improve from 0.00004
2208/2208 [==============================] - 22s 10ms/step - loss: 4.1169e-05 - mean_squared_error: 4.1169e-05 - val_loss: 3.8986e-05 - val_mean_squared_error: 3.8986e-05
Epoch 45/500
2206/2208 [============================>.] - ETA: 0s - loss: 4.1147e-05 - mean_squared_error: 4.1147e-05
Epoch 00045: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1127e-05 - mean_squared_error: 4.1127e-05 - val_loss: 4.0836e-05 - val_mean_squared_error: 4.0836e-05
Epoch 46/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1694e-05 - mean_squared_error: 4.1694e-05
Epoch 00046: loss did not improve from 0.00004
2208/2208 [==============================] - 11s 5ms/step - loss: 4.1656e-05 - mean_squared_error: 4.1656e-05 - val_loss: 3.9012e-05 - val_mean_squared_error: 3.9012e-05
Epoch 47/500
2204/2208 [============================>.] - ETA: 0s - loss: 4.1333e-05 - mean_squared_error: 4.1333e-05
Epoch 00047: loss did not improve from 0.00004
2208/2208 [==============================] - 14s 6ms/step - loss: 4.1290e-05 - mean_squared_error: 4.1290e-05 - val_loss: 3.8781e-05 - val_mean_squared_error: 3.8781e-05
Epoch 48/500
2203/2208 [============================>.] - ETA: 0s - loss: 4.1309e-05 - mean_squared_error: 4.1309e-05
Epoch 00048: loss did not improve from 0.00004
2208/2208 [==============================] - 14s 7ms/step - loss: 4.1252e-05 - mean_squared_error: 4.1252e-05 - val_loss: 3.9679e-05 - val_mean_squared_error: 3.9679e-05
Epoch 00048: early stopping
Epoch 1/500
2222/2226 [============================>.] - ETA: 0s - loss: 2.1139e-04 - mean_squared_error: 2.1139e-04
Epoch 00001: loss improved from inf to 0.00021, saving model to ./model_LSTM/50\01-0.0001.hdf5
2226/2226 [==============================] - 12s 6ms/step - loss: 2.1126e-04 - mean_squared_error: 2.1126e-04 - val_loss: 1.1307e-04 - val_mean_squared_error: 1.1307e-04
Epoch 2/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.9386e-04 - mean_squared_error: 1.9386e-04
Epoch 00002: loss improved from 0.00021 to 0.00019, saving model to ./model_LSTM/50\02-0.0001.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 1.9376e-04 - mean_squared_error: 1.9376e-04 - val_loss: 1.1514e-04 - val_mean_squared_error: 1.1514e-04
Epoch 3/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.8799e-04 - mean_squared_error: 1.8799e-04
Epoch 00003: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/50\03-0.0001.hdf5
2226/2226 [==============================] - 15s 7ms/step - loss: 1.8813e-04 - mean_squared_error: 1.8813e-04 - val_loss: 1.1366e-04 - val_mean_squared_error: 1.1366e-04
Epoch 4/500
2221/2226 [============================>.] - ETA: 0s - loss: 1.8748e-04 - mean_squared_error: 1.8748e-04
Epoch 00004: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/50\04-0.0001.hdf5
2226/2226 [==============================] - 21s 9ms/step - loss: 1.8746e-04 - mean_squared_error: 1.8746e-04 - val_loss: 1.1786e-04 - val_mean_squared_error: 1.1786e-04
Epoch 5/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.8386e-04 - mean_squared_error: 1.8386e-04
Epoch 00005: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/50\05-0.0001.hdf5
2226/2226 [==============================] - 16s 7ms/step - loss: 1.8359e-04 - mean_squared_error: 1.8359e-04 - val_loss: 1.1384e-04 - val_mean_squared_error: 1.1384e-04
Epoch 6/500
2219/2226 [============================>.] - ETA: 0s - loss: 1.8220e-04 - mean_squared_error: 1.8220e-04
Epoch 00006: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\06-0.0001.hdf5
2226/2226 [==============================] - 14s 6ms/step - loss: 1.8241e-04 - mean_squared_error: 1.8241e-04 - val_loss: 1.0266e-04 - val_mean_squared_error: 1.0266e-04
Epoch 7/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.8021e-04 - mean_squared_error: 1.8021e-04
Epoch 00007: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\07-0.0001.hdf5
2226/2226 [==============================] - 13s 6ms/step - loss: 1.8034e-04 - mean_squared_error: 1.8034e-04 - val_loss: 1.0698e-04 - val_mean_squared_error: 1.0698e-04
Epoch 8/500
2221/2226 [============================>.] - ETA: 0s - loss: 1.7941e-04 - mean_squared_error: 1.7941e-04
Epoch 00008: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\08-0.0001.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7951e-04 - mean_squared_error: 1.7951e-04 - val_loss: 1.0522e-04 - val_mean_squared_error: 1.0522e-04
Epoch 9/500
2225/2226 [============================>.] - ETA: 0s - loss: 1.8013e-04 - mean_squared_error: 1.8013e-04
Epoch 00009: loss did not improve from 0.00018
2226/2226 [==============================] - 12s 5ms/step - loss: 1.8047e-04 - mean_squared_error: 1.8047e-04 - val_loss: 1.0281e-04 - val_mean_squared_error: 1.0281e-04
Epoch 10/500
2217/2226 [============================>.] - ETA: 0s - loss: 1.7792e-04 - mean_squared_error: 1.7792e-04
Epoch 00010: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\10-0.0001.hdf5
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7828e-04 - mean_squared_error: 1.7828e-04 - val_loss: 9.8062e-05 - val_mean_squared_error: 9.8062e-05
Epoch 11/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7875e-04 - mean_squared_error: 1.7875e-04
Epoch 00011: loss did not improve from 0.00018
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7854e-04 - mean_squared_error: 1.7854e-04 - val_loss: 1.0389e-04 - val_mean_squared_error: 1.0389e-04
Epoch 12/500
2218/2226 [============================>.] - ETA: 0s - loss: 1.7604e-04 - mean_squared_error: 1.7604e-04
Epoch 00012: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\12-0.0001.hdf5
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7584e-04 - mean_squared_error: 1.7584e-04 - val_loss: 1.1539e-04 - val_mean_squared_error: 1.1539e-04
Epoch 13/500
2217/2226 [============================>.] - ETA: 0s - loss: 1.7840e-04 - mean_squared_error: 1.7840e-04
Epoch 00013: loss did not improve from 0.00018
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7813e-04 - mean_squared_error: 1.7813e-04 - val_loss: 1.1162e-04 - val_mean_squared_error: 1.1162e-04
Epoch 14/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.7546e-04 - mean_squared_error: 1.7546e-04
Epoch 00014: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/50\14-0.0001.hdf5
2226/2226 [==============================] - 20s 9ms/step - loss: 1.7517e-04 - mean_squared_error: 1.7517e-04 - val_loss: 1.1370e-04 - val_mean_squared_error: 1.1370e-04
Epoch 15/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7426e-04 - mean_squared_error: 1.7426e-04
Epoch 00015: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/50\15-0.0001.hdf5
2226/2226 [==============================] - 22s 10ms/step - loss: 1.7443e-04 - mean_squared_error: 1.7443e-04 - val_loss: 1.0132e-04 - val_mean_squared_error: 1.0132e-04
Epoch 16/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.7416e-04 - mean_squared_error: 1.7416e-04
Epoch 00016: loss did not improve from 0.00017
2226/2226 [==============================] - 19s 9ms/step - loss: 1.7481e-04 - mean_squared_error: 1.7481e-04 - val_loss: 1.1557e-04 - val_mean_squared_error: 1.1557e-04
Epoch 17/500
2221/2226 [============================>.] - ETA: 0s - loss: 1.7447e-04 - mean_squared_error: 1.7447e-04
Epoch 00017: loss did not improve from 0.00017
2226/2226 [==============================] - 13s 6ms/step - loss: 1.7454e-04 - mean_squared_error: 1.7454e-04 - val_loss: 1.0308e-04 - val_mean_squared_error: 1.0308e-04
Epoch 18/500
2219/2226 [============================>.] - ETA: 0s - loss: 1.7486e-04 - mean_squared_error: 1.7486e-04
Epoch 00018: loss did not improve from 0.00017
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7454e-04 - mean_squared_error: 1.7454e-04 - val_loss: 1.1098e-04 - val_mean_squared_error: 1.1098e-04
Epoch 19/500
2218/2226 [============================>.] - ETA: 0s - loss: 1.7331e-04 - mean_squared_error: 1.7331e-04
Epoch 00019: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/50\19-0.0001.hdf5
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7297e-04 - mean_squared_error: 1.7297e-04 - val_loss: 9.7167e-05 - val_mean_squared_error: 9.7167e-05
Epoch 20/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7147e-04 - mean_squared_error: 1.7147e-04
Epoch 00020: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/50\20-0.0001.hdf5
2226/2226 [==============================] - 11s 5ms/step - loss: 1.7142e-04 - mean_squared_error: 1.7142e-04 - val_loss: 9.9663e-05 - val_mean_squared_error: 9.9663e-05
Epoch 21/500
2223/2226 [============================>.] - ETA: 0s - loss: 1.7307e-04 - mean_squared_error: 1.7307e-04
Epoch 00021: loss did not improve from 0.00017
2226/2226 [==============================] - 12s 5ms/step - loss: 1.7336e-04 - mean_squared_error: 1.7336e-04 - val_loss: 1.0893e-04 - val_mean_squared_error: 1.0893e-04
Epoch 22/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7309e-04 - mean_squared_error: 1.7309e-04
Epoch 00022: loss did not improve from 0.00017
2226/2226 [==============================] - 15s 7ms/step - loss: 1.7285e-04 - mean_squared_error: 1.7285e-04 - val_loss: 1.0285e-04 - val_mean_squared_error: 1.0285e-04
Epoch 23/500
2225/2226 [============================>.] - ETA: 0s - loss: 1.6968e-04 - mean_squared_error: 1.6968e-04
Epoch 00023: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/50\23-0.0001.hdf5
2226/2226 [==============================] - 19s 9ms/step - loss: 1.6978e-04 - mean_squared_error: 1.6978e-04 - val_loss: 1.3777e-04 - val_mean_squared_error: 1.3777e-04
Epoch 24/500
2224/2226 [============================>.] - ETA: 0s - loss: 1.7081e-04 - mean_squared_error: 1.7081e-04
Epoch 00024: loss did not improve from 0.00017
2226/2226 [==============================] - 16s 7ms/step - loss: 1.7096e-04 - mean_squared_error: 1.7096e-04 - val_loss: 9.6541e-05 - val_mean_squared_error: 9.6541e-05
Epoch 25/500
2222/2226 [============================>.] - ETA: 0s - loss: 1.7088e-04 - mean_squared_error: 1.7088e-04
Epoch 00025: loss did not improve from 0.00017
2226/2226 [==============================] - 14s 6ms/step - loss: 1.7084e-04 - mean_squared_error: 1.7084e-04 - val_loss: 1.0178e-04 - val_mean_squared_error: 1.0178e-04
Epoch 26/500
2218/2226 [============================>.] - ETA: 0s - loss: 1.7066e-04 - mean_squared_error: 1.7066e-04
Epoch 00026: loss did not improve from 0.00017
2226/2226 [==============================] - 16s 7ms/step - loss: 1.7085e-04 - mean_squared_error: 1.7085e-04 - val_loss: 1.0424e-04 - val_mean_squared_error: 1.0424e-04
Epoch 27/500
2220/2226 [============================>.] - ETA: 0s - loss: 1.7027e-04 - mean_squared_error: 1.7027e-04
Epoch 00027: loss did not improve from 0.00017
2226/2226 [==============================] - 18s 8ms/step - loss: 1.7036e-04 - mean_squared_error: 1.7036e-04 - val_loss: 1.0057e-04 - val_mean_squared_error: 1.0057e-04
Epoch 28/500
2226/2226 [==============================] - ETA: 0s - loss: 1.7079e-04 - mean_squared_error: 1.7079e-04
Epoch 00028: loss did not improve from 0.00017
2226/2226 [==============================] - 17s 7ms/step - loss: 1.7079e-04 - mean_squared_error: 1.7079e-04 - val_loss: 1.0501e-04 - val_mean_squared_error: 1.0501e-04
Epoch 00028: early stopping
Epoch 1/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.9480e-04 - mean_squared_error: 1.9480e-04
Epoch 00001: loss improved from inf to 0.00019, saving model to ./model_LSTM/51\01-0.0002.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.9482e-04 - mean_squared_error: 1.9482e-04 - val_loss: 1.6872e-04 - val_mean_squared_error: 1.6872e-04
Epoch 2/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.7696e-04 - mean_squared_error: 1.7696e-04
Epoch 00002: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/51\02-0.0002.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.7687e-04 - mean_squared_error: 1.7687e-04 - val_loss: 1.5309e-04 - val_mean_squared_error: 1.5309e-04
Epoch 3/500
2187/2187 [==============================] - ETA: 0s - loss: 1.6726e-04 - mean_squared_error: 1.6726e-04
Epoch 00003: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/51\03-0.0002.hdf5
2187/2187 [==============================] - 14s 7ms/step - loss: 1.6726e-04 - mean_squared_error: 1.6726e-04 - val_loss: 1.5662e-04 - val_mean_squared_error: 1.5662e-04
Epoch 4/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.5912e-04 - mean_squared_error: 1.5912e-04
Epoch 00004: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/51\04-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.5909e-04 - mean_squared_error: 1.5909e-04 - val_loss: 1.4777e-04 - val_mean_squared_error: 1.4777e-04
Epoch 5/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.5291e-04 - mean_squared_error: 1.5291e-04
Epoch 00005: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/51\05-0.0002.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.5278e-04 - mean_squared_error: 1.5278e-04 - val_loss: 1.5040e-04 - val_mean_squared_error: 1.5040e-04
Epoch 6/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.4812e-04 - mean_squared_error: 1.4812e-04
Epoch 00006: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/51\06-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.4818e-04 - mean_squared_error: 1.4818e-04 - val_loss: 1.4162e-04 - val_mean_squared_error: 1.4162e-04
Epoch 7/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.4597e-04 - mean_squared_error: 1.4597e-04
Epoch 00007: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/51\07-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.4591e-04 - mean_squared_error: 1.4591e-04 - val_loss: 1.4259e-04 - val_mean_squared_error: 1.4259e-04
Epoch 8/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.4320e-04 - mean_squared_error: 1.4320e-04
Epoch 00008: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/51\08-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.4310e-04 - mean_squared_error: 1.4310e-04 - val_loss: 1.4350e-04 - val_mean_squared_error: 1.4350e-04
Epoch 9/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.4147e-04 - mean_squared_error: 1.4147e-04
Epoch 00009: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\09-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.4156e-04 - mean_squared_error: 1.4156e-04 - val_loss: 1.4960e-04 - val_mean_squared_error: 1.4960e-04
Epoch 10/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.4043e-04 - mean_squared_error: 1.4043e-04
Epoch 00010: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\10-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.4065e-04 - mean_squared_error: 1.4065e-04 - val_loss: 1.4483e-04 - val_mean_squared_error: 1.4483e-04
Epoch 11/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.4000e-04 - mean_squared_error: 1.4000e-04
Epoch 00011: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\11-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.4013e-04 - mean_squared_error: 1.4013e-04 - val_loss: 1.4237e-04 - val_mean_squared_error: 1.4237e-04
Epoch 12/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.4018e-04 - mean_squared_error: 1.4018e-04
Epoch 00012: loss did not improve from 0.00014
2187/2187 [==============================] - 18s 8ms/step - loss: 1.4013e-04 - mean_squared_error: 1.4013e-04 - val_loss: 1.4036e-04 - val_mean_squared_error: 1.4036e-04
Epoch 13/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.3778e-04 - mean_squared_error: 1.3778e-04
Epoch 00013: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\13-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3770e-04 - mean_squared_error: 1.3770e-04 - val_loss: 1.4495e-04 - val_mean_squared_error: 1.4495e-04
Epoch 14/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.3845e-04 - mean_squared_error: 1.3845e-04
Epoch 00014: loss did not improve from 0.00014
2187/2187 [==============================] - 12s 5ms/step - loss: 1.3832e-04 - mean_squared_error: 1.3832e-04 - val_loss: 1.6402e-04 - val_mean_squared_error: 1.6402e-04
Epoch 15/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.3759e-04 - mean_squared_error: 1.3759e-04
Epoch 00015: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\15-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3749e-04 - mean_squared_error: 1.3749e-04 - val_loss: 1.4337e-04 - val_mean_squared_error: 1.4337e-04
Epoch 16/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.3704e-04 - mean_squared_error: 1.3704e-04
Epoch 00016: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\16-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.3699e-04 - mean_squared_error: 1.3699e-04 - val_loss: 1.3576e-04 - val_mean_squared_error: 1.3576e-04
Epoch 17/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.3676e-04 - mean_squared_error: 1.3676e-04
Epoch 00017: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\17-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.3680e-04 - mean_squared_error: 1.3680e-04 - val_loss: 1.3810e-04 - val_mean_squared_error: 1.3810e-04
Epoch 18/500
2187/2187 [==============================] - ETA: 0s - loss: 1.3621e-04 - mean_squared_error: 1.3621e-04
Epoch 00018: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\18-0.0001.hdf5
2187/2187 [==============================] - 19s 8ms/step - loss: 1.3621e-04 - mean_squared_error: 1.3621e-04 - val_loss: 1.3387e-04 - val_mean_squared_error: 1.3387e-04
Epoch 19/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.3492e-04 - mean_squared_error: 1.3492e-04
Epoch 00019: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/51\19-0.0001.hdf5
2187/2187 [==============================] - 20s 9ms/step - loss: 1.3523e-04 - mean_squared_error: 1.3523e-04 - val_loss: 1.3979e-04 - val_mean_squared_error: 1.3979e-04
Epoch 20/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.3502e-04 - mean_squared_error: 1.3502e-04
Epoch 00020: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/51\20-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.3499e-04 - mean_squared_error: 1.3499e-04 - val_loss: 1.3910e-04 - val_mean_squared_error: 1.3910e-04
Epoch 21/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.3451e-04 - mean_squared_error: 1.3451e-04
Epoch 00021: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\21-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3457e-04 - mean_squared_error: 1.3457e-04 - val_loss: 1.4149e-04 - val_mean_squared_error: 1.4149e-04
Epoch 22/500
2187/2187 [==============================] - ETA: 0s - loss: 1.3478e-04 - mean_squared_error: 1.3478e-04
Epoch 00022: loss did not improve from 0.00013
2187/2187 [==============================] - 10s 5ms/step - loss: 1.3478e-04 - mean_squared_error: 1.3478e-04 - val_loss: 1.3675e-04 - val_mean_squared_error: 1.3675e-04
Epoch 23/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.3394e-04 - mean_squared_error: 1.3394e-04
Epoch 00023: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\23-0.0002.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.3383e-04 - mean_squared_error: 1.3383e-04 - val_loss: 1.5100e-04 - val_mean_squared_error: 1.5100e-04
Epoch 24/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.3376e-04 - mean_squared_error: 1.3376e-04
Epoch 00024: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\24-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.3380e-04 - mean_squared_error: 1.3380e-04 - val_loss: 1.3805e-04 - val_mean_squared_error: 1.3805e-04
Epoch 25/500
2187/2187 [==============================] - ETA: 0s - loss: 1.3299e-04 - mean_squared_error: 1.3299e-04
Epoch 00025: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\25-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.3299e-04 - mean_squared_error: 1.3299e-04 - val_loss: 1.3886e-04 - val_mean_squared_error: 1.3886e-04
Epoch 26/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.3283e-04 - mean_squared_error: 1.3283e-04
Epoch 00026: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\26-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.3277e-04 - mean_squared_error: 1.3277e-04 - val_loss: 1.3663e-04 - val_mean_squared_error: 1.3663e-04
Epoch 27/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.3202e-04 - mean_squared_error: 1.3202e-04
Epoch 00027: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\27-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3181e-04 - mean_squared_error: 1.3181e-04 - val_loss: 1.3662e-04 - val_mean_squared_error: 1.3662e-04
Epoch 28/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.3176e-04 - mean_squared_error: 1.3176e-04
Epoch 00028: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\28-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.3176e-04 - mean_squared_error: 1.3176e-04 - val_loss: 1.3691e-04 - val_mean_squared_error: 1.3691e-04
Epoch 29/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.3215e-04 - mean_squared_error: 1.3215e-04
Epoch 00029: loss did not improve from 0.00013
2187/2187 [==============================] - 18s 8ms/step - loss: 1.3205e-04 - mean_squared_error: 1.3205e-04 - val_loss: 1.3795e-04 - val_mean_squared_error: 1.3795e-04
Epoch 30/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.3052e-04 - mean_squared_error: 1.3052e-04
Epoch 00030: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\30-0.0001.hdf5
2187/2187 [==============================] - 16s 7ms/step - loss: 1.3057e-04 - mean_squared_error: 1.3057e-04 - val_loss: 1.3665e-04 - val_mean_squared_error: 1.3665e-04
Epoch 31/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.3048e-04 - mean_squared_error: 1.3048e-04
Epoch 00031: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\31-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.3027e-04 - mean_squared_error: 1.3027e-04 - val_loss: 1.4512e-04 - val_mean_squared_error: 1.4512e-04
Epoch 32/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.3046e-04 - mean_squared_error: 1.3046e-04
Epoch 00032: loss did not improve from 0.00013
2187/2187 [==============================] - 15s 7ms/step - loss: 1.3052e-04 - mean_squared_error: 1.3052e-04 - val_loss: 1.3717e-04 - val_mean_squared_error: 1.3717e-04
Epoch 33/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2994e-04 - mean_squared_error: 1.2994e-04
Epoch 00033: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\33-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2983e-04 - mean_squared_error: 1.2983e-04 - val_loss: 1.3338e-04 - val_mean_squared_error: 1.3338e-04
Epoch 34/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.2901e-04 - mean_squared_error: 1.2901e-04
Epoch 00034: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\34-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.2905e-04 - mean_squared_error: 1.2905e-04 - val_loss: 1.3668e-04 - val_mean_squared_error: 1.3668e-04
Epoch 35/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2934e-04 - mean_squared_error: 1.2934e-04
Epoch 00035: loss did not improve from 0.00013
2187/2187 [==============================] - 12s 5ms/step - loss: 1.2917e-04 - mean_squared_error: 1.2917e-04 - val_loss: 1.3319e-04 - val_mean_squared_error: 1.3319e-04
Epoch 36/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2933e-04 - mean_squared_error: 1.2933e-04
Epoch 00036: loss did not improve from 0.00013
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2922e-04 - mean_squared_error: 1.2922e-04 - val_loss: 1.4723e-04 - val_mean_squared_error: 1.4723e-04
Epoch 37/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.2830e-04 - mean_squared_error: 1.2830e-04
Epoch 00037: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\37-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2829e-04 - mean_squared_error: 1.2829e-04 - val_loss: 1.3539e-04 - val_mean_squared_error: 1.3539e-04
Epoch 38/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2799e-04 - mean_squared_error: 1.2799e-04
Epoch 00038: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\38-0.0001.hdf5
2187/2187 [==============================] - 16s 7ms/step - loss: 1.2795e-04 - mean_squared_error: 1.2795e-04 - val_loss: 1.3667e-04 - val_mean_squared_error: 1.3667e-04
Epoch 39/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2788e-04 - mean_squared_error: 1.2788e-04
Epoch 00039: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\39-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.2777e-04 - mean_squared_error: 1.2777e-04 - val_loss: 1.3546e-04 - val_mean_squared_error: 1.3546e-04
Epoch 40/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.2746e-04 - mean_squared_error: 1.2746e-04
Epoch 00040: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\40-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.2743e-04 - mean_squared_error: 1.2743e-04 - val_loss: 1.2886e-04 - val_mean_squared_error: 1.2886e-04
Epoch 41/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.2722e-04 - mean_squared_error: 1.2722e-04
Epoch 00041: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\41-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2720e-04 - mean_squared_error: 1.2720e-04 - val_loss: 1.3764e-04 - val_mean_squared_error: 1.3764e-04
Epoch 42/500
2187/2187 [==============================] - ETA: 0s - loss: 1.2641e-04 - mean_squared_error: 1.2641e-04
Epoch 00042: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\42-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2641e-04 - mean_squared_error: 1.2641e-04 - val_loss: 1.4396e-04 - val_mean_squared_error: 1.4396e-04
Epoch 43/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.2649e-04 - mean_squared_error: 1.2649e-04
Epoch 00043: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\43-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2635e-04 - mean_squared_error: 1.2635e-04 - val_loss: 1.3221e-04 - val_mean_squared_error: 1.3221e-04
Epoch 44/500
2176/2187 [============================>.] - ETA: 0s - loss: 1.2631e-04 - mean_squared_error: 1.2631e-04
Epoch 00044: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\44-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2613e-04 - mean_squared_error: 1.2613e-04 - val_loss: 1.3770e-04 - val_mean_squared_error: 1.3770e-04
Epoch 45/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2533e-04 - mean_squared_error: 1.2533e-04
Epoch 00045: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/51\45-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2532e-04 - mean_squared_error: 1.2532e-04 - val_loss: 1.3404e-04 - val_mean_squared_error: 1.3404e-04
Epoch 46/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2473e-04 - mean_squared_error: 1.2473e-04
Epoch 00046: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/51\46-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2470e-04 - mean_squared_error: 1.2470e-04 - val_loss: 1.2940e-04 - val_mean_squared_error: 1.2940e-04
Epoch 47/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.2483e-04 - mean_squared_error: 1.2483e-04
Epoch 00047: loss did not improve from 0.00012
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2476e-04 - mean_squared_error: 1.2476e-04 - val_loss: 1.2498e-04 - val_mean_squared_error: 1.2498e-04
Epoch 48/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2475e-04 - mean_squared_error: 1.2475e-04
Epoch 00048: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\48-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2464e-04 - mean_squared_error: 1.2464e-04 - val_loss: 1.3307e-04 - val_mean_squared_error: 1.3307e-04
Epoch 49/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.2409e-04 - mean_squared_error: 1.2409e-04
Epoch 00049: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\49-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2406e-04 - mean_squared_error: 1.2406e-04 - val_loss: 1.3257e-04 - val_mean_squared_error: 1.3257e-04
Epoch 50/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.2371e-04 - mean_squared_error: 1.2371e-04
Epoch 00050: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\50-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.2359e-04 - mean_squared_error: 1.2359e-04 - val_loss: 1.3705e-04 - val_mean_squared_error: 1.3705e-04
Epoch 51/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2324e-04 - mean_squared_error: 1.2324e-04
Epoch 00051: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\51-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2322e-04 - mean_squared_error: 1.2322e-04 - val_loss: 1.3720e-04 - val_mean_squared_error: 1.3720e-04
Epoch 52/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2310e-04 - mean_squared_error: 1.2310e-04
Epoch 00052: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\52-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2309e-04 - mean_squared_error: 1.2309e-04 - val_loss: 1.2608e-04 - val_mean_squared_error: 1.2608e-04
Epoch 53/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.2230e-04 - mean_squared_error: 1.2230e-04
Epoch 00053: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\53-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.2240e-04 - mean_squared_error: 1.2240e-04 - val_loss: 1.3468e-04 - val_mean_squared_error: 1.3468e-04
Epoch 54/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.2251e-04 - mean_squared_error: 1.2251e-04
Epoch 00054: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\54-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2232e-04 - mean_squared_error: 1.2232e-04 - val_loss: 1.3327e-04 - val_mean_squared_error: 1.3327e-04
Epoch 55/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2244e-04 - mean_squared_error: 1.2244e-04
Epoch 00055: loss did not improve from 0.00012
2187/2187 [==============================] - 13s 6ms/step - loss: 1.2240e-04 - mean_squared_error: 1.2240e-04 - val_loss: 1.3886e-04 - val_mean_squared_error: 1.3886e-04
Epoch 56/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.2268e-04 - mean_squared_error: 1.2268e-04
Epoch 00056: loss did not improve from 0.00012
2187/2187 [==============================] - 12s 6ms/step - loss: 1.2291e-04 - mean_squared_error: 1.2291e-04 - val_loss: 1.4423e-04 - val_mean_squared_error: 1.4423e-04
Epoch 57/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.2166e-04 - mean_squared_error: 1.2166e-04
Epoch 00057: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\57-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.2158e-04 - mean_squared_error: 1.2158e-04 - val_loss: 1.2975e-04 - val_mean_squared_error: 1.2975e-04
Epoch 58/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.1994e-04 - mean_squared_error: 1.1994e-04
Epoch 00058: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\58-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.2013e-04 - mean_squared_error: 1.2013e-04 - val_loss: 1.3895e-04 - val_mean_squared_error: 1.3895e-04
Epoch 59/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.2100e-04 - mean_squared_error: 1.2100e-04
Epoch 00059: loss did not improve from 0.00012
2187/2187 [==============================] - 15s 7ms/step - loss: 1.2096e-04 - mean_squared_error: 1.2096e-04 - val_loss: 1.2685e-04 - val_mean_squared_error: 1.2685e-04
Epoch 60/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1964e-04 - mean_squared_error: 1.1964e-04
Epoch 00060: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\60-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1965e-04 - mean_squared_error: 1.1965e-04 - val_loss: 1.2531e-04 - val_mean_squared_error: 1.2531e-04
Epoch 61/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.2053e-04 - mean_squared_error: 1.2053e-04
Epoch 00061: loss did not improve from 0.00012
2187/2187 [==============================] - 20s 9ms/step - loss: 1.2046e-04 - mean_squared_error: 1.2046e-04 - val_loss: 1.3196e-04 - val_mean_squared_error: 1.3196e-04
Epoch 62/500
2187/2187 [==============================] - ETA: 0s - loss: 1.2028e-04 - mean_squared_error: 1.2028e-04
Epoch 00062: loss did not improve from 0.00012
2187/2187 [==============================] - 18s 8ms/step - loss: 1.2028e-04 - mean_squared_error: 1.2028e-04 - val_loss: 1.4348e-04 - val_mean_squared_error: 1.4348e-04
Epoch 63/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1930e-04 - mean_squared_error: 1.1930e-04
Epoch 00063: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\63-0.0001.hdf5
2187/2187 [==============================] - 22s 10ms/step - loss: 1.1926e-04 - mean_squared_error: 1.1926e-04 - val_loss: 1.2708e-04 - val_mean_squared_error: 1.2708e-04
Epoch 64/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.1857e-04 - mean_squared_error: 1.1857e-04
Epoch 00064: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\64-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1850e-04 - mean_squared_error: 1.1850e-04 - val_loss: 1.2966e-04 - val_mean_squared_error: 1.2966e-04
Epoch 65/500
2187/2187 [==============================] - ETA: 0s - loss: 1.1811e-04 - mean_squared_error: 1.1811e-04
Epoch 00065: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\65-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1811e-04 - mean_squared_error: 1.1811e-04 - val_loss: 1.4632e-04 - val_mean_squared_error: 1.4632e-04
Epoch 66/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1787e-04 - mean_squared_error: 1.1787e-04 ETA: 1s -
Epoch 00066: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\66-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.1783e-04 - mean_squared_error: 1.1783e-04 - val_loss: 1.3328e-04 - val_mean_squared_error: 1.3328e-04
Epoch 67/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.1747e-04 - mean_squared_error: 1.1747e-04
Epoch 00067: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\67-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1736e-04 - mean_squared_error: 1.1736e-04 - val_loss: 1.3897e-04 - val_mean_squared_error: 1.3897e-04
Epoch 68/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.1685e-04 - mean_squared_error: 1.1685e-04
Epoch 00068: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\68-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.1694e-04 - mean_squared_error: 1.1694e-04 - val_loss: 1.3015e-04 - val_mean_squared_error: 1.3015e-04
Epoch 69/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1730e-04 - mean_squared_error: 1.1730e-04
Epoch 00069: loss did not improve from 0.00012
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1727e-04 - mean_squared_error: 1.1727e-04 - val_loss: 1.4851e-04 - val_mean_squared_error: 1.4851e-04
Epoch 70/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.1673e-04 - mean_squared_error: 1.1673e-04
Epoch 00070: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\70-0.0001.hdf5
2187/2187 [==============================] - 21s 10ms/step - loss: 1.1667e-04 - mean_squared_error: 1.1667e-04 - val_loss: 1.3070e-04 - val_mean_squared_error: 1.3070e-04
Epoch 71/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.1628e-04 - mean_squared_error: 1.1628e-04 E
Epoch 00071: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\71-0.0001.hdf5
2187/2187 [==============================] - 17s 8ms/step - loss: 1.1625e-04 - mean_squared_error: 1.1625e-04 - val_loss: 1.3220e-04 - val_mean_squared_error: 1.3220e-04
Epoch 72/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.1513e-04 - mean_squared_error: 1.1513e-04
Epoch 00072: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/51\72-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1510e-04 - mean_squared_error: 1.1510e-04 - val_loss: 1.3546e-04 - val_mean_squared_error: 1.3546e-04
Epoch 73/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.1442e-04 - mean_squared_error: 1.1442e-04
Epoch 00073: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/51\73-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.1443e-04 - mean_squared_error: 1.1443e-04 - val_loss: 1.3016e-04 - val_mean_squared_error: 1.3016e-04
Epoch 74/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.1513e-04 - mean_squared_error: 1.1513e-04
Epoch 00074: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 7ms/step - loss: 1.1506e-04 - mean_squared_error: 1.1506e-04 - val_loss: 1.1644e-04 - val_mean_squared_error: 1.1644e-04
Epoch 75/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.1439e-04 - mean_squared_error: 1.1439e-04 ETA
Epoch 00075: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 6ms/step - loss: 1.1444e-04 - mean_squared_error: 1.1444e-04 - val_loss: 1.3055e-04 - val_mean_squared_error: 1.3055e-04
Epoch 76/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1339e-04 - mean_squared_error: 1.1339e-04
Epoch 00076: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\76-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.1362e-04 - mean_squared_error: 1.1362e-04 - val_loss: 1.1792e-04 - val_mean_squared_error: 1.1792e-04
Epoch 77/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.1421e-04 - mean_squared_error: 1.1421e-04
Epoch 00077: loss did not improve from 0.00011
2187/2187 [==============================] - 13s 6ms/step - loss: 1.1415e-04 - mean_squared_error: 1.1415e-04 - val_loss: 1.2153e-04 - val_mean_squared_error: 1.2153e-04
Epoch 78/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1386e-04 - mean_squared_error: 1.1386e-04
Epoch 00078: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 7ms/step - loss: 1.1375e-04 - mean_squared_error: 1.1375e-04 - val_loss: 1.3018e-04 - val_mean_squared_error: 1.3018e-04
Epoch 79/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.1353e-04 - mean_squared_error: 1.1353e-04
Epoch 00079: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\79-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.1357e-04 - mean_squared_error: 1.1357e-04 - val_loss: 1.2210e-04 - val_mean_squared_error: 1.2210e-04
Epoch 80/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.1308e-04 - mean_squared_error: 1.1308e-04
Epoch 00080: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\80-0.0001.hdf5
2187/2187 [==============================] - 19s 9ms/step - loss: 1.1327e-04 - mean_squared_error: 1.1327e-04 - val_loss: 1.2935e-04 - val_mean_squared_error: 1.2935e-04
Epoch 81/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1263e-04 - mean_squared_error: 1.1263e-04
Epoch 00081: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\81-0.0001.hdf5
2187/2187 [==============================] - 18s 8ms/step - loss: 1.1260e-04 - mean_squared_error: 1.1260e-04 - val_loss: 1.2454e-04 - val_mean_squared_error: 1.2454e-04
Epoch 82/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.1181e-04 - mean_squared_error: 1.1181e-04
Epoch 00082: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\82-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1178e-04 - mean_squared_error: 1.1178e-04 - val_loss: 1.4125e-04 - val_mean_squared_error: 1.4125e-04
Epoch 83/500
2187/2187 [==============================] - ETA: 0s - loss: 1.1176e-04 - mean_squared_error: 1.1176e-04
Epoch 00083: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\83-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1176e-04 - mean_squared_error: 1.1176e-04 - val_loss: 1.3466e-04 - val_mean_squared_error: 1.3466e-04
Epoch 84/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.1095e-04 - mean_squared_error: 1.1095e-04
Epoch 00084: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\84-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1092e-04 - mean_squared_error: 1.1092e-04 - val_loss: 1.1576e-04 - val_mean_squared_error: 1.1576e-04
Epoch 85/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.1115e-04 - mean_squared_error: 1.1115e-04
Epoch 00085: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 5ms/step - loss: 1.1107e-04 - mean_squared_error: 1.1107e-04 - val_loss: 1.4793e-04 - val_mean_squared_error: 1.4793e-04
Epoch 86/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1090e-04 - mean_squared_error: 1.1090e-04
Epoch 00086: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.1093e-04 - mean_squared_error: 1.1093e-04 - val_loss: 1.3161e-04 - val_mean_squared_error: 1.3161e-04
Epoch 87/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.1074e-04 - mean_squared_error: 1.1074e-04
Epoch 00087: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\87-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.1071e-04 - mean_squared_error: 1.1071e-04 - val_loss: 1.1538e-04 - val_mean_squared_error: 1.1538e-04
Epoch 88/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0983e-04 - mean_squared_error: 1.0983e-04
Epoch 00088: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\88-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0995e-04 - mean_squared_error: 1.0995e-04 - val_loss: 1.2068e-04 - val_mean_squared_error: 1.2068e-04
Epoch 89/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.1057e-04 - mean_squared_error: 1.1057e-04
Epoch 00089: loss did not improve from 0.00011
2187/2187 [==============================] - 13s 6ms/step - loss: 1.1067e-04 - mean_squared_error: 1.1067e-04 - val_loss: 1.1469e-04 - val_mean_squared_error: 1.1469e-04
Epoch 90/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.0991e-04 - mean_squared_error: 1.0991e-04
Epoch 00090: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\90-0.0001.hdf5
2187/2187 [==============================] - 14s 7ms/step - loss: 1.0980e-04 - mean_squared_error: 1.0980e-04 - val_loss: 1.2591e-04 - val_mean_squared_error: 1.2591e-04
Epoch 91/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0951e-04 - mean_squared_error: 1.0951e-04
Epoch 00091: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\91-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0943e-04 - mean_squared_error: 1.0943e-04 - val_loss: 1.1183e-04 - val_mean_squared_error: 1.1183e-04
Epoch 92/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0939e-04 - mean_squared_error: 1.0939e-04
Epoch 00092: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\92-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0933e-04 - mean_squared_error: 1.0933e-04 - val_loss: 1.1630e-04 - val_mean_squared_error: 1.1630e-04
Epoch 93/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0862e-04 - mean_squared_error: 1.0862e-04
Epoch 00093: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\93-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0868e-04 - mean_squared_error: 1.0868e-04 - val_loss: 1.2668e-04 - val_mean_squared_error: 1.2668e-04
Epoch 94/500
2175/2187 [============================>.] - ETA: 0s - loss: 1.0726e-04 - mean_squared_error: 1.0726e-04
Epoch 00094: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\94-0.0001.hdf5
2187/2187 [==============================] - 10s 5ms/step - loss: 1.0862e-04 - mean_squared_error: 1.0862e-04 - val_loss: 1.2241e-04 - val_mean_squared_error: 1.2241e-04
Epoch 95/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0798e-04 - mean_squared_error: 1.0798e-04
Epoch 00095: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\95-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0794e-04 - mean_squared_error: 1.0794e-04 - val_loss: 1.2836e-04 - val_mean_squared_error: 1.2836e-04
Epoch 96/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0845e-04 - mean_squared_error: 1.0845e-04
Epoch 00096: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0845e-04 - mean_squared_error: 1.0845e-04 - val_loss: 1.6495e-04 - val_mean_squared_error: 1.6495e-04
Epoch 97/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0809e-04 - mean_squared_error: 1.0809e-04
Epoch 00097: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0830e-04 - mean_squared_error: 1.0830e-04 - val_loss: 1.1985e-04 - val_mean_squared_error: 1.1985e-04
Epoch 98/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0786e-04 - mean_squared_error: 1.0786e-04
Epoch 00098: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\98-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0785e-04 - mean_squared_error: 1.0785e-04 - val_loss: 1.2688e-04 - val_mean_squared_error: 1.2688e-04
Epoch 99/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0811e-04 - mean_squared_error: 1.0811e-04
Epoch 00099: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0810e-04 - mean_squared_error: 1.0810e-04 - val_loss: 1.2212e-04 - val_mean_squared_error: 1.2212e-04
Epoch 100/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0774e-04 - mean_squared_error: 1.0774e-04
Epoch 00100: loss did not improve from 0.00011
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0804e-04 - mean_squared_error: 1.0804e-04 - val_loss: 1.2144e-04 - val_mean_squared_error: 1.2144e-04
Epoch 101/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.0785e-04 - mean_squared_error: 1.0785e-04
Epoch 00101: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0792e-04 - mean_squared_error: 1.0792e-04 - val_loss: 1.3319e-04 - val_mean_squared_error: 1.3319e-04
Epoch 102/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0707e-04 - mean_squared_error: 1.0707e-04
Epoch 00102: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\102-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0704e-04 - mean_squared_error: 1.0704e-04 - val_loss: 1.1719e-04 - val_mean_squared_error: 1.1719e-04
Epoch 103/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0700e-04 - mean_squared_error: 1.0700e-04
Epoch 00103: loss did not improve from 0.00011
2187/2187 [==============================] - 14s 7ms/step - loss: 1.0733e-04 - mean_squared_error: 1.0733e-04 - val_loss: 1.2610e-04 - val_mean_squared_error: 1.2610e-04
Epoch 104/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0643e-04 - mean_squared_error: 1.0643e-04
Epoch 00104: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\104-0.0001.hdf5
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0635e-04 - mean_squared_error: 1.0635e-04 - val_loss: 1.2843e-04 - val_mean_squared_error: 1.2843e-04
Epoch 105/500
2178/2187 [============================>.] - ETA: 0s - loss: 1.0703e-04 - mean_squared_error: 1.0703e-04
Epoch 00105: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0694e-04 - mean_squared_error: 1.0694e-04 - val_loss: 1.2288e-04 - val_mean_squared_error: 1.2288e-04
Epoch 106/500
2177/2187 [============================>.] - ETA: 0s - loss: 1.0670e-04 - mean_squared_error: 1.0670e-04
Epoch 00106: loss did not improve from 0.00011
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0662e-04 - mean_squared_error: 1.0662e-04 - val_loss: 1.2132e-04 - val_mean_squared_error: 1.2132e-04
Epoch 107/500
2180/2187 [============================>.] - ETA: 0s - loss: 1.0632e-04 - mean_squared_error: 1.0632e-04
Epoch 00107: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\107-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0632e-04 - mean_squared_error: 1.0632e-04 - val_loss: 1.2009e-04 - val_mean_squared_error: 1.2009e-04
Epoch 108/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0589e-04 - mean_squared_error: 1.0589e-04
Epoch 00108: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\108-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0589e-04 - mean_squared_error: 1.0589e-04 - val_loss: 1.1429e-04 - val_mean_squared_error: 1.1429e-04
Epoch 109/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0570e-04 - mean_squared_error: 1.0570e-04
Epoch 00109: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\109-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0565e-04 - mean_squared_error: 1.0565e-04 - val_loss: 1.1421e-04 - val_mean_squared_error: 1.1421e-04
Epoch 110/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0628e-04 - mean_squared_error: 1.0628e-04
Epoch 00110: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0622e-04 - mean_squared_error: 1.0622e-04 - val_loss: 1.1936e-04 - val_mean_squared_error: 1.1936e-04
Epoch 111/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.0543e-04 - mean_squared_error: 1.0543e-04
Epoch 00111: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/51\111-0.0001.hdf5
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0532e-04 - mean_squared_error: 1.0532e-04 - val_loss: 1.2345e-04 - val_mean_squared_error: 1.2345e-04
Epoch 112/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0551e-04 - mean_squared_error: 1.0551e-04
Epoch 00112: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 5ms/step - loss: 1.0550e-04 - mean_squared_error: 1.0550e-04 - val_loss: 1.1726e-04 - val_mean_squared_error: 1.1726e-04
Epoch 113/500
2179/2187 [============================>.] - ETA: 0s - loss: 1.0570e-04 - mean_squared_error: 1.0570e-04
Epoch 00113: loss did not improve from 0.00011
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0560e-04 - mean_squared_error: 1.0560e-04 - val_loss: 1.2018e-04 - val_mean_squared_error: 1.2018e-04
Epoch 114/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.0509e-04 - mean_squared_error: 1.0509e-04
Epoch 00114: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/51\114-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0498e-04 - mean_squared_error: 1.0498e-04 - val_loss: 1.1088e-04 - val_mean_squared_error: 1.1088e-04
Epoch 115/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0505e-04 - mean_squared_error: 1.0505e-04
Epoch 00115: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\115-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0494e-04 - mean_squared_error: 1.0494e-04 - val_loss: 1.2415e-04 - val_mean_squared_error: 1.2415e-04
Epoch 116/500
2183/2187 [============================>.] - ETA: 0s - loss: 1.0487e-04 - mean_squared_error: 1.0487e-04
Epoch 00116: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0503e-04 - mean_squared_error: 1.0503e-04 - val_loss: 1.3224e-04 - val_mean_squared_error: 1.3224e-04
Epoch 117/500
2181/2187 [============================>.] - ETA: 0s - loss: 1.0529e-04 - mean_squared_error: 1.0529e-04
Epoch 00117: loss did not improve from 0.00010
2187/2187 [==============================] - 12s 6ms/step - loss: 1.0525e-04 - mean_squared_error: 1.0525e-04 - val_loss: 1.2570e-04 - val_mean_squared_error: 1.2570e-04
Epoch 118/500
2176/2187 [============================>.] - ETA: 0s - loss: 1.0491e-04 - mean_squared_error: 1.0491e-04
Epoch 00118: loss did not improve from 0.00010
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0503e-04 - mean_squared_error: 1.0503e-04 - val_loss: 1.2010e-04 - val_mean_squared_error: 1.2010e-04
Epoch 119/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0454e-04 - mean_squared_error: 1.0454e-04
Epoch 00119: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\119-0.0001.hdf5
2187/2187 [==============================] - 11s 5ms/step - loss: 1.0455e-04 - mean_squared_error: 1.0455e-04 - val_loss: 1.2305e-04 - val_mean_squared_error: 1.2305e-04
Epoch 120/500
2182/2187 [============================>.] - ETA: 0s - loss: 1.0391e-04 - mean_squared_error: 1.0391e-04
Epoch 00120: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\120-0.0001.hdf5
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0381e-04 - mean_squared_error: 1.0381e-04 - val_loss: 1.3574e-04 - val_mean_squared_error: 1.3574e-04
Epoch 121/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0505e-04 - mean_squared_error: 1.0505e-04
Epoch 00121: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0499e-04 - mean_squared_error: 1.0499e-04 - val_loss: 1.1598e-04 - val_mean_squared_error: 1.1598e-04
Epoch 122/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0343e-04 - mean_squared_error: 1.0343e-04
Epoch 00122: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\122-0.0001.hdf5
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0344e-04 - mean_squared_error: 1.0344e-04 - val_loss: 1.2908e-04 - val_mean_squared_error: 1.2908e-04
Epoch 123/500
2184/2187 [============================>.] - ETA: 0s - loss: 1.0328e-04 - mean_squared_error: 1.0328e-04
Epoch 00123: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/51\123-0.0001.hdf5
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0328e-04 - mean_squared_error: 1.0328e-04 - val_loss: 1.1620e-04 - val_mean_squared_error: 1.1620e-04
Epoch 124/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0379e-04 - mean_squared_error: 1.0379e-04
Epoch 00124: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 7ms/step - loss: 1.0379e-04 - mean_squared_error: 1.0379e-04 - val_loss: 1.3119e-04 - val_mean_squared_error: 1.3119e-04
Epoch 125/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0357e-04 - mean_squared_error: 1.0357e-04
Epoch 00125: loss did not improve from 0.00010
2187/2187 [==============================] - 15s 7ms/step - loss: 1.0357e-04 - mean_squared_error: 1.0357e-04 - val_loss: 1.2377e-04 - val_mean_squared_error: 1.2377e-04
Epoch 126/500
2187/2187 [==============================] - ETA: 0s - loss: 1.0365e-04 - mean_squared_error: 1.0365e-04
Epoch 00126: loss did not improve from 0.00010
2187/2187 [==============================] - 17s 8ms/step - loss: 1.0365e-04 - mean_squared_error: 1.0365e-04 - val_loss: 1.0908e-04 - val_mean_squared_error: 1.0908e-04
Epoch 127/500
2185/2187 [============================>.] - ETA: 0s - loss: 1.0408e-04 - mean_squared_error: 1.0408e-04
Epoch 00127: loss did not improve from 0.00010
2187/2187 [==============================] - 14s 6ms/step - loss: 1.0402e-04 - mean_squared_error: 1.0402e-04 - val_loss: 1.1202e-04 - val_mean_squared_error: 1.1202e-04
Epoch 128/500
2186/2187 [============================>.] - ETA: 0s - loss: 1.0369e-04 - mean_squared_error: 1.0369e-04
Epoch 00128: loss did not improve from 0.00010
2187/2187 [==============================] - 13s 6ms/step - loss: 1.0366e-04 - mean_squared_error: 1.0366e-04 - val_loss: 1.1992e-04 - val_mean_squared_error: 1.1992e-04
Epoch 00128: early stopping
Epoch 1/500
2197/2200 [============================>.] - ETA: 0s - loss: 0.0010 - mean_squared_error: 0.0010
Epoch 00001: loss improved from inf to 0.00101, saving model to ./model_LSTM/52\01-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 0.0010 - mean_squared_error: 0.0010 - val_loss: 6.0993e-04 - val_mean_squared_error: 6.0993e-04
Epoch 2/500
2196/2200 [============================>.] - ETA: 0s - loss: 6.4141e-04 - mean_squared_error: 6.4141e-04
Epoch 00002: loss improved from 0.00101 to 0.00064, saving model to ./model_LSTM/52\02-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 6.4122e-04 - mean_squared_error: 6.4122e-04 - val_loss: 6.2425e-04 - val_mean_squared_error: 6.2425e-04
Epoch 3/500
2192/2200 [============================>.] - ETA: 0s - loss: 5.8405e-04 - mean_squared_error: 5.8405e-04
Epoch 00003: loss improved from 0.00064 to 0.00058, saving model to ./model_LSTM/52\03-0.0007.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 5.8411e-04 - mean_squared_error: 5.8411e-04 - val_loss: 6.6000e-04 - val_mean_squared_error: 6.6000e-04
Epoch 4/500
2192/2200 [============================>.] - ETA: 0s - loss: 5.6160e-04 - mean_squared_error: 5.6160e-04
Epoch 00004: loss improved from 0.00058 to 0.00056, saving model to ./model_LSTM/52\04-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 5.6076e-04 - mean_squared_error: 5.6076e-04 - val_loss: 5.9693e-04 - val_mean_squared_error: 5.9693e-04
Epoch 5/500
2194/2200 [============================>.] - ETA: 0s - loss: 5.4182e-04 - mean_squared_error: 5.4182e-04
Epoch 00005: loss improved from 0.00056 to 0.00054, saving model to ./model_LSTM/52\05-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 5.4337e-04 - mean_squared_error: 5.4337e-04 - val_loss: 5.9876e-04 - val_mean_squared_error: 5.9876e-04
Epoch 6/500
2196/2200 [============================>.] - ETA: 0s - loss: 5.3236e-04 - mean_squared_error: 5.3236e-04
Epoch 00006: loss improved from 0.00054 to 0.00053, saving model to ./model_LSTM/52\06-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 5.3262e-04 - mean_squared_error: 5.3262e-04 - val_loss: 6.3626e-04 - val_mean_squared_error: 6.3626e-04
Epoch 7/500
2200/2200 [==============================] - ETA: 0s - loss: 5.2239e-04 - mean_squared_error: 5.2239e-04
Epoch 00007: loss improved from 0.00053 to 0.00052, saving model to ./model_LSTM/52\07-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 5.2239e-04 - mean_squared_error: 5.2239e-04 - val_loss: 6.0055e-04 - val_mean_squared_error: 6.0055e-04
Epoch 8/500
2198/2200 [============================>.] - ETA: 0s - loss: 5.1648e-04 - mean_squared_error: 5.1648e-04
Epoch 00008: loss improved from 0.00052 to 0.00052, saving model to ./model_LSTM/52\08-0.0006.hdf5
2200/2200 [==============================] - 17s 8ms/step - loss: 5.1646e-04 - mean_squared_error: 5.1646e-04 - val_loss: 5.6492e-04 - val_mean_squared_error: 5.6492e-04
Epoch 9/500
2196/2200 [============================>.] - ETA: 0s - loss: 5.0606e-04 - mean_squared_error: 5.0606e-04
Epoch 00009: loss improved from 0.00052 to 0.00051, saving model to ./model_LSTM/52\09-0.0006.hdf5
2200/2200 [==============================] - 18s 8ms/step - loss: 5.0603e-04 - mean_squared_error: 5.0603e-04 - val_loss: 6.0292e-04 - val_mean_squared_error: 6.0292e-04
Epoch 10/500
2196/2200 [============================>.] - ETA: 0s - loss: 5.0566e-04 - mean_squared_error: 5.0566e-04
Epoch 00010: loss improved from 0.00051 to 0.00051, saving model to ./model_LSTM/52\10-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 5.0542e-04 - mean_squared_error: 5.0542e-04 - val_loss: 5.9572e-04 - val_mean_squared_error: 5.9572e-04
Epoch 11/500
2193/2200 [============================>.] - ETA: 0s - loss: 5.0167e-04 - mean_squared_error: 5.0167e-04
Epoch 00011: loss improved from 0.00051 to 0.00050, saving model to ./model_LSTM/52\11-0.0007.hdf5
2200/2200 [==============================] - 14s 7ms/step - loss: 5.0062e-04 - mean_squared_error: 5.0062e-04 - val_loss: 6.5723e-04 - val_mean_squared_error: 6.5723e-04
Epoch 12/500
2190/2200 [============================>.] - ETA: 0s - loss: 4.9255e-04 - mean_squared_error: 4.9255e-04
Epoch 00012: loss improved from 0.00050 to 0.00050, saving model to ./model_LSTM/52\12-0.0006.hdf5
2200/2200 [==============================] - 12s 5ms/step - loss: 4.9565e-04 - mean_squared_error: 4.9565e-04 - val_loss: 6.3236e-04 - val_mean_squared_error: 6.3236e-04
Epoch 13/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.8999e-04 - mean_squared_error: 4.8999e-04
Epoch 00013: loss improved from 0.00050 to 0.00049, saving model to ./model_LSTM/52\13-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.9019e-04 - mean_squared_error: 4.9019e-04 - val_loss: 6.3190e-04 - val_mean_squared_error: 6.3190e-04
Epoch 14/500
2200/2200 [==============================] - ETA: 0s - loss: 4.8687e-04 - mean_squared_error: 4.8687e-04
Epoch 00014: loss improved from 0.00049 to 0.00049, saving model to ./model_LSTM/52\14-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.8687e-04 - mean_squared_error: 4.8687e-04 - val_loss: 6.0093e-04 - val_mean_squared_error: 6.0093e-04
Epoch 15/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.8659e-04 - mean_squared_error: 4.8659e-04
Epoch 00015: loss improved from 0.00049 to 0.00049, saving model to ./model_LSTM/52\15-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.8616e-04 - mean_squared_error: 4.8616e-04 - val_loss: 6.2714e-04 - val_mean_squared_error: 6.2714e-04
Epoch 16/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.8414e-04 - mean_squared_error: 4.8414e-04
Epoch 00016: loss improved from 0.00049 to 0.00048, saving model to ./model_LSTM/52\16-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.8361e-04 - mean_squared_error: 4.8361e-04 - val_loss: 5.8661e-04 - val_mean_squared_error: 5.8661e-04
Epoch 17/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.8072e-04 - mean_squared_error: 4.8072e-04
Epoch 00017: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/52\17-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.8068e-04 - mean_squared_error: 4.8068e-04 - val_loss: 5.6125e-04 - val_mean_squared_error: 5.6125e-04
Epoch 18/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.7312e-04 - mean_squared_error: 4.7312e-04
Epoch 00018: loss improved from 0.00048 to 0.00047, saving model to ./model_LSTM/52\18-0.0006.hdf5
2200/2200 [==============================] - 16s 7ms/step - loss: 4.7430e-04 - mean_squared_error: 4.7430e-04 - val_loss: 6.3809e-04 - val_mean_squared_error: 6.3809e-04
Epoch 19/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.7872e-04 - mean_squared_error: 4.7872e-04
Epoch 00019: loss did not improve from 0.00047
2200/2200 [==============================] - 17s 8ms/step - loss: 4.7839e-04 - mean_squared_error: 4.7839e-04 - val_loss: 6.0497e-04 - val_mean_squared_error: 6.0497e-04
Epoch 20/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.7457e-04 - mean_squared_error: 4.7457e-04
Epoch 00020: loss did not improve from 0.00047
2200/2200 [==============================] - 14s 6ms/step - loss: 4.7448e-04 - mean_squared_error: 4.7448e-04 - val_loss: 5.9982e-04 - val_mean_squared_error: 5.9982e-04
Epoch 21/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.7290e-04 - mean_squared_error: 4.7290e-04
Epoch 00021: loss improved from 0.00047 to 0.00047, saving model to ./model_LSTM/52\21-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.7291e-04 - mean_squared_error: 4.7291e-04 - val_loss: 5.8497e-04 - val_mean_squared_error: 5.8497e-04
Epoch 22/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.6876e-04 - mean_squared_error: 4.6876e-04
Epoch 00022: loss improved from 0.00047 to 0.00047, saving model to ./model_LSTM/52\22-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.6950e-04 - mean_squared_error: 4.6950e-04 - val_loss: 5.8198e-04 - val_mean_squared_error: 5.8198e-04
Epoch 23/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.7046e-04 - mean_squared_error: 4.7046e-04
Epoch 00023: loss did not improve from 0.00047
2200/2200 [==============================] - 12s 6ms/step - loss: 4.7065e-04 - mean_squared_error: 4.7065e-04 - val_loss: 6.0340e-04 - val_mean_squared_error: 6.0340e-04
Epoch 24/500
2191/2200 [============================>.] - ETA: 0s - loss: 4.6264e-04 - mean_squared_error: 4.6264e-04
Epoch 00024: loss improved from 0.00047 to 0.00046, saving model to ./model_LSTM/52\24-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.6404e-04 - mean_squared_error: 4.6404e-04 - val_loss: 5.7638e-04 - val_mean_squared_error: 5.7638e-04
Epoch 25/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.6270e-04 - mean_squared_error: 4.6270e-04
Epoch 00025: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/52\25-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.6291e-04 - mean_squared_error: 4.6291e-04 - val_loss: 5.9993e-04 - val_mean_squared_error: 5.9993e-04
Epoch 26/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.5844e-04 - mean_squared_error: 4.5844e-04
Epoch 00026: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/52\26-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.5878e-04 - mean_squared_error: 4.5878e-04 - val_loss: 6.2778e-04 - val_mean_squared_error: 6.2778e-04
Epoch 27/500
2191/2200 [============================>.] - ETA: 0s - loss: 4.5821e-04 - mean_squared_error: 4.5821e-04
Epoch 00027: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/52\27-0.0006.hdf5
2200/2200 [==============================] - 16s 7ms/step - loss: 4.5841e-04 - mean_squared_error: 4.5841e-04 - val_loss: 5.7812e-04 - val_mean_squared_error: 5.7812e-04
Epoch 28/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.5906e-04 - mean_squared_error: 4.5906e-04
Epoch 00028: loss did not improve from 0.00046
2200/2200 [==============================] - 19s 9ms/step - loss: 4.5900e-04 - mean_squared_error: 4.5900e-04 - val_loss: 5.8057e-04 - val_mean_squared_error: 5.8057e-04
Epoch 29/500
2200/2200 [==============================] - ETA: 0s - loss: 4.5491e-04 - mean_squared_error: 4.5491e-04
Epoch 00029: loss improved from 0.00046 to 0.00045, saving model to ./model_LSTM/52\29-0.0006.hdf5
2200/2200 [==============================] - 19s 9ms/step - loss: 4.5491e-04 - mean_squared_error: 4.5491e-04 - val_loss: 6.0549e-04 - val_mean_squared_error: 6.0549e-04
Epoch 30/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.5158e-04 - mean_squared_error: 4.5158e-04
Epoch 00030: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\30-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.5099e-04 - mean_squared_error: 4.5099e-04 - val_loss: 6.1423e-04 - val_mean_squared_error: 6.1423e-04
Epoch 31/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.5304e-04 - mean_squared_error: 4.5304e-04
Epoch 00031: loss did not improve from 0.00045
2200/2200 [==============================] - 16s 7ms/step - loss: 4.5253e-04 - mean_squared_error: 4.5253e-04 - val_loss: 5.6780e-04 - val_mean_squared_error: 5.6780e-04
Epoch 32/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.5160e-04 - mean_squared_error: 4.5160e-04
Epoch 00032: loss did not improve from 0.00045
2200/2200 [==============================] - 17s 8ms/step - loss: 4.5146e-04 - mean_squared_error: 4.5146e-04 - val_loss: 5.7504e-04 - val_mean_squared_error: 5.7504e-04
Epoch 33/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.4844e-04 - mean_squared_error: 4.4844e-04
Epoch 00033: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\33-0.0007.hdf5
2200/2200 [==============================] - 18s 8ms/step - loss: 4.4837e-04 - mean_squared_error: 4.4837e-04 - val_loss: 7.2872e-04 - val_mean_squared_error: 7.2872e-04
Epoch 34/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.4935e-04 - mean_squared_error: 4.4935e-04
Epoch 00034: loss did not improve from 0.00045
2200/2200 [==============================] - 16s 7ms/step - loss: 4.4913e-04 - mean_squared_error: 4.4913e-04 - val_loss: 5.6578e-04 - val_mean_squared_error: 5.6578e-04
Epoch 35/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.4688e-04 - mean_squared_error: 4.4688e-04
Epoch 00035: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\35-0.0007.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.4708e-04 - mean_squared_error: 4.4708e-04 - val_loss: 6.5695e-04 - val_mean_squared_error: 6.5695e-04
Epoch 36/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.4908e-04 - mean_squared_error: 4.4908e-04
Epoch 00036: loss did not improve from 0.00045
2200/2200 [==============================] - 21s 10ms/step - loss: 4.4880e-04 - mean_squared_error: 4.4880e-04 - val_loss: 5.7632e-04 - val_mean_squared_error: 5.7632e-04
Epoch 37/500
2200/2200 [==============================] - ETA: 0s - loss: 4.4672e-04 - mean_squared_error: 4.4672e-04
Epoch 00037: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\37-0.0005.hdf5
2200/2200 [==============================] - 17s 8ms/step - loss: 4.4672e-04 - mean_squared_error: 4.4672e-04 - val_loss: 5.4200e-04 - val_mean_squared_error: 5.4200e-04
Epoch 38/500
2200/2200 [==============================] - ETA: 0s - loss: 4.4620e-04 - mean_squared_error: 4.4620e-04
Epoch 00038: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\38-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.4620e-04 - mean_squared_error: 4.4620e-04 - val_loss: 5.5788e-04 - val_mean_squared_error: 5.5788e-04
Epoch 39/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.4657e-04 - mean_squared_error: 4.4657e-04
Epoch 00039: loss did not improve from 0.00045
2200/2200 [==============================] - 14s 6ms/step - loss: 4.4699e-04 - mean_squared_error: 4.4699e-04 - val_loss: 5.8322e-04 - val_mean_squared_error: 5.8322e-04
Epoch 40/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.4539e-04 - mean_squared_error: 4.4539e-04
Epoch 00040: loss improved from 0.00045 to 0.00045, saving model to ./model_LSTM/52\40-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.4544e-04 - mean_squared_error: 4.4544e-04 - val_loss: 5.7878e-04 - val_mean_squared_error: 5.7878e-04
Epoch 41/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.4401e-04 - mean_squared_error: 4.4401e-04
Epoch 00041: loss improved from 0.00045 to 0.00044, saving model to ./model_LSTM/52\41-0.0006.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.4392e-04 - mean_squared_error: 4.4392e-04 - val_loss: 5.5285e-04 - val_mean_squared_error: 5.5285e-04
Epoch 42/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.4169e-04 - mean_squared_error: 4.4169e-04
Epoch 00042: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\42-0.0006.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.4337e-04 - mean_squared_error: 4.4337e-04 - val_loss: 5.5584e-04 - val_mean_squared_error: 5.5584e-04
Epoch 43/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.4097e-04 - mean_squared_error: 4.4097e-04
Epoch 00043: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\43-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.4095e-04 - mean_squared_error: 4.4095e-04 - val_loss: 5.5874e-04 - val_mean_squared_error: 5.5874e-04
Epoch 44/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.4102e-04 - mean_squared_error: 4.4102e-04
Epoch 00044: loss did not improve from 0.00044
2200/2200 [==============================] - 17s 8ms/step - loss: 4.4097e-04 - mean_squared_error: 4.4097e-04 - val_loss: 5.5796e-04 - val_mean_squared_error: 5.5796e-04
Epoch 45/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3719e-04 - mean_squared_error: 4.3719e-04
Epoch 00045: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\45-0.0005.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3738e-04 - mean_squared_error: 4.3738e-04 - val_loss: 5.4655e-04 - val_mean_squared_error: 5.4655e-04
Epoch 46/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.3841e-04 - mean_squared_error: 4.3841e-04
Epoch 00046: loss did not improve from 0.00044
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3834e-04 - mean_squared_error: 4.3834e-04 - val_loss: 5.6920e-04 - val_mean_squared_error: 5.6920e-04
Epoch 47/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.4290e-04 - mean_squared_error: 4.4290e-04
Epoch 00047: loss did not improve from 0.00044
2200/2200 [==============================] - 23s 10ms/step - loss: 4.4270e-04 - mean_squared_error: 4.4270e-04 - val_loss: 6.0183e-04 - val_mean_squared_error: 6.0183e-04
Epoch 48/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.3770e-04 - mean_squared_error: 4.3770e-04
Epoch 00048: loss did not improve from 0.00044
2200/2200 [==============================] - 23s 10ms/step - loss: 4.3791e-04 - mean_squared_error: 4.3791e-04 - val_loss: 5.6578e-04 - val_mean_squared_error: 5.6578e-04
Epoch 49/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.3688e-04 - mean_squared_error: 4.3688e-04
Epoch 00049: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\49-0.0006.hdf5
2200/2200 [==============================] - 13s 6ms/step - loss: 4.3658e-04 - mean_squared_error: 4.3658e-04 - val_loss: 5.5283e-04 - val_mean_squared_error: 5.5283e-04
Epoch 50/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.3598e-04 - mean_squared_error: 4.3598e-04
Epoch 00050: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\50-0.0006.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3591e-04 - mean_squared_error: 4.3591e-04 - val_loss: 6.0364e-04 - val_mean_squared_error: 6.0364e-04
Epoch 51/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3488e-04 - mean_squared_error: 4.3488e-04
Epoch 00051: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/52\51-0.0005.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.3521e-04 - mean_squared_error: 4.3521e-04 - val_loss: 5.3927e-04 - val_mean_squared_error: 5.3927e-04
Epoch 52/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.3498e-04 - mean_squared_error: 4.3498e-04
Epoch 00052: loss improved from 0.00044 to 0.00043, saving model to ./model_LSTM/52\52-0.0005.hdf5
2200/2200 [==============================] - 14s 7ms/step - loss: 4.3483e-04 - mean_squared_error: 4.3483e-04 - val_loss: 5.4885e-04 - val_mean_squared_error: 5.4885e-04
Epoch 53/500
2200/2200 [==============================] - ETA: 0s - loss: 4.3202e-04 - mean_squared_error: 4.3202e-04
Epoch 00053: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\53-0.0005.hdf5
2200/2200 [==============================] - 15s 7ms/step - loss: 4.3202e-04 - mean_squared_error: 4.3202e-04 - val_loss: 5.3721e-04 - val_mean_squared_error: 5.3721e-04
Epoch 54/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3225e-04 - mean_squared_error: 4.3225e-04
Epoch 00054: loss did not improve from 0.00043
2200/2200 [==============================] - 16s 7ms/step - loss: 4.3247e-04 - mean_squared_error: 4.3247e-04 - val_loss: 4.8417e-04 - val_mean_squared_error: 4.8417e-04
Epoch 55/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.3289e-04 - mean_squared_error: 4.3289e-04
Epoch 00055: loss did not improve from 0.00043
2200/2200 [==============================] - 17s 8ms/step - loss: 4.3255e-04 - mean_squared_error: 4.3255e-04 - val_loss: 5.6201e-04 - val_mean_squared_error: 5.6201e-04
Epoch 56/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.3057e-04 - mean_squared_error: 4.3057e-04
Epoch 00056: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\56-0.0006.hdf5
2200/2200 [==============================] - 23s 10ms/step - loss: 4.3046e-04 - mean_squared_error: 4.3046e-04 - val_loss: 5.5787e-04 - val_mean_squared_error: 5.5787e-04
Epoch 57/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.2951e-04 - mean_squared_error: 4.2951e-04
Epoch 00057: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\57-0.0005.hdf5
2200/2200 [==============================] - 16s 7ms/step - loss: 4.2934e-04 - mean_squared_error: 4.2934e-04 - val_loss: 5.2137e-04 - val_mean_squared_error: 5.2137e-04
Epoch 58/500
2196/2200 [============================>.] - ETA: 0s - loss: 4.3031e-04 - mean_squared_error: 4.3031e-04
Epoch 00058: loss did not improve from 0.00043
2200/2200 [==============================] - 12s 6ms/step - loss: 4.3028e-04 - mean_squared_error: 4.3028e-04 - val_loss: 5.3797e-04 - val_mean_squared_error: 5.3797e-04
Epoch 59/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.2804e-04 - mean_squared_error: 4.2804e-04
Epoch 00059: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\59-0.0006.hdf5
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2797e-04 - mean_squared_error: 4.2797e-04 - val_loss: 6.0366e-04 - val_mean_squared_error: 6.0366e-04
Epoch 60/500
2191/2200 [============================>.] - ETA: 0s - loss: 4.2952e-04 - mean_squared_error: 4.2952e-04
Epoch 00060: loss did not improve from 0.00043
2200/2200 [==============================] - 11s 5ms/step - loss: 4.2881e-04 - mean_squared_error: 4.2881e-04 - val_loss: 5.4759e-04 - val_mean_squared_error: 5.4759e-04
Epoch 61/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2693e-04 - mean_squared_error: 4.2693e-04
Epoch 00061: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/52\61-0.0005.hdf5
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2687e-04 - mean_squared_error: 4.2687e-04 - val_loss: 5.3433e-04 - val_mean_squared_error: 5.3433e-04
Epoch 62/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.2773e-04 - mean_squared_error: 4.2773e-04
Epoch 00062: loss did not improve from 0.00043
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2779e-04 - mean_squared_error: 4.2779e-04 - val_loss: 5.1632e-04 - val_mean_squared_error: 5.1632e-04
Epoch 63/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.2736e-04 - mean_squared_error: 4.2736e-04
Epoch 00063: loss did not improve from 0.00043
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2729e-04 - mean_squared_error: 4.2729e-04 - val_loss: 5.5874e-04 - val_mean_squared_error: 5.5874e-04
Epoch 64/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.2885e-04 - mean_squared_error: 4.2885e-04
Epoch 00064: loss did not improve from 0.00043
2200/2200 [==============================] - 13s 6ms/step - loss: 4.2861e-04 - mean_squared_error: 4.2861e-04 - val_loss: 5.0795e-04 - val_mean_squared_error: 5.0795e-04
Epoch 65/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2770e-04 - mean_squared_error: 4.2770e-04
Epoch 00065: loss did not improve from 0.00043
2200/2200 [==============================] - 18s 8ms/step - loss: 4.2746e-04 - mean_squared_error: 4.2746e-04 - val_loss: 5.5182e-04 - val_mean_squared_error: 5.5182e-04
Epoch 66/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.2487e-04 - mean_squared_error: 4.2487e-04
Epoch 00066: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/52\66-0.0005.hdf5
2200/2200 [==============================] - 17s 8ms/step - loss: 4.2477e-04 - mean_squared_error: 4.2477e-04 - val_loss: 5.0631e-04 - val_mean_squared_error: 5.0631e-04
Epoch 67/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2702e-04 - mean_squared_error: 4.2702e-04
Epoch 00067: loss did not improve from 0.00042
2200/2200 [==============================] - 16s 7ms/step - loss: 4.2668e-04 - mean_squared_error: 4.2668e-04 - val_loss: 5.3277e-04 - val_mean_squared_error: 5.3277e-04
Epoch 68/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2282e-04 - mean_squared_error: 4.2282e-04
Epoch 00068: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/52\68-0.0005.hdf5
2200/2200 [==============================] - 14s 6ms/step - loss: 4.2282e-04 - mean_squared_error: 4.2282e-04 - val_loss: 5.4116e-04 - val_mean_squared_error: 5.4116e-04
Epoch 69/500
2195/2200 [============================>.] - ETA: 0s - loss: 4.2452e-04 - mean_squared_error: 4.2452e-04
Epoch 00069: loss did not improve from 0.00042
2200/2200 [==============================] - 14s 6ms/step - loss: 4.2483e-04 - mean_squared_error: 4.2483e-04 - val_loss: 5.6707e-04 - val_mean_squared_error: 5.6707e-04
Epoch 70/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2292e-04 - mean_squared_error: 4.2292e-04
Epoch 00070: loss did not improve from 0.00042
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2292e-04 - mean_squared_error: 4.2292e-04 - val_loss: 6.5314e-04 - val_mean_squared_error: 6.5314e-04
Epoch 71/500
2194/2200 [============================>.] - ETA: 0s - loss: 4.2277e-04 - mean_squared_error: 4.2277e-04
Epoch 00071: loss did not improve from 0.00042
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2288e-04 - mean_squared_error: 4.2288e-04 - val_loss: 5.4050e-04 - val_mean_squared_error: 5.4050e-04
Epoch 72/500
2193/2200 [============================>.] - ETA: 0s - loss: 4.2523e-04 - mean_squared_error: 4.2523e-04
Epoch 00072: loss did not improve from 0.00042
2200/2200 [==============================] - 12s 5ms/step - loss: 4.2517e-04 - mean_squared_error: 4.2517e-04 - val_loss: 6.0346e-04 - val_mean_squared_error: 6.0346e-04
Epoch 73/500
2199/2200 [============================>.] - ETA: 0s - loss: 4.1982e-04 - mean_squared_error: 4.1982e-04
Epoch 00073: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/52\73-0.0005.hdf5
2200/2200 [==============================] - 12s 6ms/step - loss: 4.1976e-04 - mean_squared_error: 4.1976e-04 - val_loss: 5.3425e-04 - val_mean_squared_error: 5.3425e-04
Epoch 74/500
2198/2200 [============================>.] - ETA: 0s - loss: 4.2110e-04 - mean_squared_error: 4.2110e-04
Epoch 00074: loss did not improve from 0.00042
2200/2200 [==============================] - 13s 6ms/step - loss: 4.2147e-04 - mean_squared_error: 4.2147e-04 - val_loss: 5.9098e-04 - val_mean_squared_error: 5.9098e-04
Epoch 75/500
2192/2200 [============================>.] - ETA: 0s - loss: 4.2144e-04 - mean_squared_error: 4.2144e-04
Epoch 00075: loss did not improve from 0.00042
2200/2200 [==============================] - 13s 6ms/step - loss: 4.2122e-04 - mean_squared_error: 4.2122e-04 - val_loss: 5.0182e-04 - val_mean_squared_error: 5.0182e-04
Epoch 76/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2087e-04 - mean_squared_error: 4.2087e-04
Epoch 00076: loss did not improve from 0.00042
2200/2200 [==============================] - 14s 6ms/step - loss: 4.2087e-04 - mean_squared_error: 4.2087e-04 - val_loss: 5.4380e-04 - val_mean_squared_error: 5.4380e-04
Epoch 77/500
2197/2200 [============================>.] - ETA: 0s - loss: 4.2108e-04 - mean_squared_error: 4.2108e-04
Epoch 00077: loss did not improve from 0.00042
2200/2200 [==============================] - 16s 7ms/step - loss: 4.2080e-04 - mean_squared_error: 4.2080e-04 - val_loss: 5.1453e-04 - val_mean_squared_error: 5.1453e-04
Epoch 78/500
2200/2200 [==============================] - ETA: 0s - loss: 4.2024e-04 - mean_squared_error: 4.2024e-04
Epoch 00078: loss did not improve from 0.00042
2200/2200 [==============================] - 15s 7ms/step - loss: 4.2024e-04 - mean_squared_error: 4.2024e-04 - val_loss: 5.1836e-04 - val_mean_squared_error: 5.1836e-04
Epoch 00078: early stopping
Epoch 1/500
797/798 [============================>.] - ETA: 0s - loss: 1.4456e-04 - mean_squared_error: 1.4456e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/53\01-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 1.4447e-04 - mean_squared_error: 1.4447e-04 - val_loss: 1.7006e-05 - val_mean_squared_error: 1.7006e-05
Epoch 2/500
792/798 [============================>.] - ETA: 0s - loss: 6.5036e-05 - mean_squared_error: 6.5036e-05
Epoch 00002: loss improved from 0.00014 to 0.00006, saving model to ./model_LSTM/53\02-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 6.4707e-05 - mean_squared_error: 6.4707e-05 - val_loss: 1.3934e-05 - val_mean_squared_error: 1.3934e-05
Epoch 3/500
796/798 [============================>.] - ETA: 0s - loss: 6.0476e-05 - mean_squared_error: 6.0476e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\03-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 6.0370e-05 - mean_squared_error: 6.0370e-05 - val_loss: 1.3228e-05 - val_mean_squared_error: 1.3228e-05
Epoch 4/500
793/798 [============================>.] - ETA: 0s - loss: 5.9674e-05 - mean_squared_error: 5.9674e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\04-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 5.9372e-05 - mean_squared_error: 5.9372e-05 - val_loss: 1.2830e-05 - val_mean_squared_error: 1.2830e-05
Epoch 5/500
798/798 [==============================] - ETA: 0s - loss: 5.8117e-05 - mean_squared_error: 5.8117e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\05-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 5.8117e-05 - mean_squared_error: 5.8117e-05 - val_loss: 1.2718e-05 - val_mean_squared_error: 1.2718e-05
Epoch 6/500
793/798 [============================>.] - ETA: 0s - loss: 5.8225e-05 - mean_squared_error: 5.8225e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\06-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.7973e-05 - mean_squared_error: 5.7973e-05 - val_loss: 1.2435e-05 - val_mean_squared_error: 1.2435e-05
Epoch 7/500
790/798 [============================>.] - ETA: 0s - loss: 5.4551e-05 - mean_squared_error: 5.4551e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\07-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.6774e-05 - mean_squared_error: 5.6774e-05 - val_loss: 1.5524e-05 - val_mean_squared_error: 1.5524e-05
Epoch 8/500
792/798 [============================>.] - ETA: 0s - loss: 5.6976e-05 - mean_squared_error: 5.6976e-05
Epoch 00008: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\08-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.6626e-05 - mean_squared_error: 5.6626e-05 - val_loss: 1.2732e-05 - val_mean_squared_error: 1.2732e-05
Epoch 9/500
798/798 [==============================] - ETA: 0s - loss: 5.5726e-05 - mean_squared_error: 5.5726e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/53\09-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.5726e-05 - mean_squared_error: 5.5726e-05 - val_loss: 1.1845e-05 - val_mean_squared_error: 1.1845e-05
Epoch 10/500
792/798 [============================>.] - ETA: 0s - loss: 5.6286e-05 - mean_squared_error: 5.6286e-05
Epoch 00010: loss did not improve from 0.00006
798/798 [==============================] - 4s 5ms/step - loss: 5.6106e-05 - mean_squared_error: 5.6106e-05 - val_loss: 1.6198e-05 - val_mean_squared_error: 1.6198e-05
Epoch 11/500
797/798 [============================>.] - ETA: 0s - loss: 5.6917e-05 - mean_squared_error: 5.6917e-05
Epoch 00011: loss did not improve from 0.00006
798/798 [==============================] - 4s 5ms/step - loss: 5.6873e-05 - mean_squared_error: 5.6873e-05 - val_loss: 1.2545e-05 - val_mean_squared_error: 1.2545e-05
Epoch 12/500
789/798 [============================>.] - ETA: 0s - loss: 5.3572e-05 - mean_squared_error: 5.3572e-05
Epoch 00012: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/53\12-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.3217e-05 - mean_squared_error: 5.3217e-05 - val_loss: 1.3088e-05 - val_mean_squared_error: 1.3088e-05
Epoch 13/500
793/798 [============================>.] - ETA: 0s - loss: 5.3639e-05 - mean_squared_error: 5.3639e-05
Epoch 00013: loss did not improve from 0.00005
798/798 [==============================] - 4s 6ms/step - loss: 5.3402e-05 - mean_squared_error: 5.3402e-05 - val_loss: 1.4167e-05 - val_mean_squared_error: 1.4167e-05
Epoch 14/500
792/798 [============================>.] - ETA: 0s - loss: 5.2590e-05 - mean_squared_error: 5.2590e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\14-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 5.2258e-05 - mean_squared_error: 5.2258e-05 - val_loss: 1.2350e-05 - val_mean_squared_error: 1.2350e-05
Epoch 15/500
793/798 [============================>.] - ETA: 0s - loss: 5.0090e-05 - mean_squared_error: 5.0090e-05
Epoch 00015: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\15-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 4.9931e-05 - mean_squared_error: 4.9931e-05 - val_loss: 1.6226e-05 - val_mean_squared_error: 1.6226e-05
Epoch 16/500
792/798 [============================>.] - ETA: 0s - loss: 5.0090e-05 - mean_squared_error: 5.0090e-05
Epoch 00016: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 5.0130e-05 - mean_squared_error: 5.0130e-05 - val_loss: 1.2117e-05 - val_mean_squared_error: 1.2117e-05
Epoch 17/500
789/798 [============================>.] - ETA: 0s - loss: 5.9568e-05 - mean_squared_error: 5.9568e-05
Epoch 00017: loss did not improve from 0.00005
798/798 [==============================] - 4s 5ms/step - loss: 5.8999e-05 - mean_squared_error: 5.8999e-05 - val_loss: 1.2452e-05 - val_mean_squared_error: 1.2452e-05
Epoch 18/500
795/798 [============================>.] - ETA: 0s - loss: 5.1134e-05 - mean_squared_error: 5.1134e-05
Epoch 00018: loss did not improve from 0.00005
798/798 [==============================] - 4s 6ms/step - loss: 5.1049e-05 - mean_squared_error: 5.1049e-05 - val_loss: 1.2182e-05 - val_mean_squared_error: 1.2182e-05
Epoch 19/500
791/798 [============================>.] - ETA: 0s - loss: 4.8470e-05 - mean_squared_error: 4.8470e-05
Epoch 00019: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\19-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 4.8148e-05 - mean_squared_error: 4.8148e-05 - val_loss: 1.2636e-05 - val_mean_squared_error: 1.2636e-05
Epoch 20/500
795/798 [============================>.] - ETA: 0s - loss: 4.8385e-05 - mean_squared_error: 4.8385e-05
Epoch 00020: loss did not improve from 0.00005
798/798 [==============================] - 5s 6ms/step - loss: 4.8291e-05 - mean_squared_error: 4.8291e-05 - val_loss: 1.3464e-05 - val_mean_squared_error: 1.3464e-05
Epoch 21/500
796/798 [============================>.] - ETA: 0s - loss: 4.6701e-05 - mean_squared_error: 4.6701e-05
Epoch 00021: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\21-0.0000.hdf5
798/798 [==============================] - 8s 10ms/step - loss: 4.6706e-05 - mean_squared_error: 4.6706e-05 - val_loss: 1.3748e-05 - val_mean_squared_error: 1.3748e-05
Epoch 22/500
795/798 [============================>.] - ETA: 0s - loss: 4.7843e-05 - mean_squared_error: 4.7843e-05
Epoch 00022: loss did not improve from 0.00005
798/798 [==============================] - 5s 7ms/step - loss: 4.8118e-05 - mean_squared_error: 4.8118e-05 - val_loss: 1.2595e-05 - val_mean_squared_error: 1.2595e-05
Epoch 23/500
798/798 [==============================] - ETA: 0s - loss: 4.5569e-05 - mean_squared_error: 4.5569e-05
Epoch 00023: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/53\23-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 4.5569e-05 - mean_squared_error: 4.5569e-05 - val_loss: 2.1392e-05 - val_mean_squared_error: 2.1392e-05
Epoch 24/500
796/798 [============================>.] - ETA: 0s - loss: 4.4139e-05 - mean_squared_error: 4.4139e-05
Epoch 00024: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/53\24-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 4.4056e-05 - mean_squared_error: 4.4056e-05 - val_loss: 1.2774e-05 - val_mean_squared_error: 1.2774e-05
Epoch 25/500
797/798 [============================>.] - ETA: 0s - loss: 4.5178e-05 - mean_squared_error: 4.5178e-05
Epoch 00025: loss did not improve from 0.00004
798/798 [==============================] - 8s 9ms/step - loss: 4.5166e-05 - mean_squared_error: 4.5166e-05 - val_loss: 1.3418e-05 - val_mean_squared_error: 1.3418e-05
Epoch 26/500
796/798 [============================>.] - ETA: 0s - loss: 4.2925e-05 - mean_squared_error: 4.2925e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\26-0.0000.hdf5
798/798 [==============================] - 7s 9ms/step - loss: 4.2961e-05 - mean_squared_error: 4.2961e-05 - val_loss: 1.7473e-05 - val_mean_squared_error: 1.7473e-05
Epoch 27/500
794/798 [============================>.] - ETA: 0s - loss: 4.2899e-05 - mean_squared_error: 4.2899e-05
Epoch 00027: loss did not improve from 0.00004
798/798 [==============================] - 6s 8ms/step - loss: 4.2992e-05 - mean_squared_error: 4.2992e-05 - val_loss: 1.2527e-05 - val_mean_squared_error: 1.2527e-05
Epoch 28/500
797/798 [============================>.] - ETA: 0s - loss: 4.4944e-05 - mean_squared_error: 4.4944e-05
Epoch 00028: loss did not improve from 0.00004
798/798 [==============================] - 6s 8ms/step - loss: 4.4966e-05 - mean_squared_error: 4.4966e-05 - val_loss: 1.4195e-05 - val_mean_squared_error: 1.4195e-05
Epoch 29/500
792/798 [============================>.] - ETA: 0s - loss: 4.3049e-05 - mean_squared_error: 4.3049e-05
Epoch 00029: loss did not improve from 0.00004
798/798 [==============================] - 6s 7ms/step - loss: 4.3027e-05 - mean_squared_error: 4.3027e-05 - val_loss: 1.3428e-05 - val_mean_squared_error: 1.3428e-05
Epoch 30/500
794/798 [============================>.] - ETA: 0s - loss: 4.1561e-05 - mean_squared_error: 4.1561e-05
Epoch 00030: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\30-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 4.1402e-05 - mean_squared_error: 4.1402e-05 - val_loss: 1.2598e-05 - val_mean_squared_error: 1.2598e-05
Epoch 31/500
792/798 [============================>.] - ETA: 0s - loss: 4.1472e-05 - mean_squared_error: 4.1472e-05
Epoch 00031: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\31-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 4.1358e-05 - mean_squared_error: 4.1358e-05 - val_loss: 1.3987e-05 - val_mean_squared_error: 1.3987e-05
Epoch 32/500
793/798 [============================>.] - ETA: 0s - loss: 4.0365e-05 - mean_squared_error: 4.0365e-05
Epoch 00032: loss did not improve from 0.00004
798/798 [==============================] - 6s 8ms/step - loss: 4.2023e-05 - mean_squared_error: 4.2023e-05 - val_loss: 2.1884e-05 - val_mean_squared_error: 2.1884e-05
Epoch 33/500
797/798 [============================>.] - ETA: 0s - loss: 4.3033e-05 - mean_squared_error: 4.3033e-05
Epoch 00033: loss did not improve from 0.00004
798/798 [==============================] - 6s 7ms/step - loss: 4.3013e-05 - mean_squared_error: 4.3013e-05 - val_loss: 1.2651e-05 - val_mean_squared_error: 1.2651e-05
Epoch 34/500
797/798 [============================>.] - ETA: 0s - loss: 4.0442e-05 - mean_squared_error: 4.0442e-05
Epoch 00034: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\34-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 4.0417e-05 - mean_squared_error: 4.0417e-05 - val_loss: 1.3342e-05 - val_mean_squared_error: 1.3342e-05
Epoch 35/500
797/798 [============================>.] - ETA: 0s - loss: 4.0014e-05 - mean_squared_error: 4.0014e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\35-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.9987e-05 - mean_squared_error: 3.9987e-05 - val_loss: 1.2509e-05 - val_mean_squared_error: 1.2509e-05
Epoch 36/500
794/798 [============================>.] - ETA: 0s - loss: 4.0981e-05 - mean_squared_error: 4.0981e-05
Epoch 00036: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.0805e-05 - mean_squared_error: 4.0805e-05 - val_loss: 1.2334e-05 - val_mean_squared_error: 1.2334e-05
Epoch 37/500
796/798 [============================>.] - ETA: 0s - loss: 3.9150e-05 - mean_squared_error: 3.9150e-05
Epoch 00037: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\37-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.9077e-05 - mean_squared_error: 3.9077e-05 - val_loss: 1.4376e-05 - val_mean_squared_error: 1.4376e-05
Epoch 38/500
798/798 [==============================] - ETA: 0s - loss: 3.8655e-05 - mean_squared_error: 3.8655e-05
Epoch 00038: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\38-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.8655e-05 - mean_squared_error: 3.8655e-05 - val_loss: 1.3066e-05 - val_mean_squared_error: 1.3066e-05
Epoch 39/500
788/798 [============================>.] - ETA: 0s - loss: 3.8874e-05 - mean_squared_error: 3.8874e-05
Epoch 00039: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\39-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.8510e-05 - mean_squared_error: 3.8510e-05 - val_loss: 1.6718e-05 - val_mean_squared_error: 1.6718e-05
Epoch 40/500
794/798 [============================>.] - ETA: 0s - loss: 3.9020e-05 - mean_squared_error: 3.9020e-05
Epoch 00040: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 3.8871e-05 - mean_squared_error: 3.8871e-05 - val_loss: 1.3968e-05 - val_mean_squared_error: 1.3968e-05
Epoch 41/500
794/798 [============================>.] - ETA: 0s - loss: 3.7244e-05 - mean_squared_error: 3.7244e-05
Epoch 00041: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\41-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.7655e-05 - mean_squared_error: 3.7655e-05 - val_loss: 1.7736e-05 - val_mean_squared_error: 1.7736e-05
Epoch 42/500
791/798 [============================>.] - ETA: 0s - loss: 3.7395e-05 - mean_squared_error: 3.7395e-05
Epoch 00042: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\42-0.0000.hdf5
798/798 [==============================] - 6s 7ms/step - loss: 3.7337e-05 - mean_squared_error: 3.7337e-05 - val_loss: 1.3457e-05 - val_mean_squared_error: 1.3457e-05
Epoch 43/500
797/798 [============================>.] - ETA: 0s - loss: 3.7023e-05 - mean_squared_error: 3.7023e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\43-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.6994e-05 - mean_squared_error: 3.6994e-05 - val_loss: 1.3600e-05 - val_mean_squared_error: 1.3600e-05
Epoch 44/500
795/798 [============================>.] - ETA: 0s - loss: 4.0327e-05 - mean_squared_error: 4.0327e-05
Epoch 00044: loss did not improve from 0.00004
798/798 [==============================] - 5s 6ms/step - loss: 4.0203e-05 - mean_squared_error: 4.0203e-05 - val_loss: 1.6292e-05 - val_mean_squared_error: 1.6292e-05
Epoch 45/500
788/798 [============================>.] - ETA: 0s - loss: 3.6034e-05 - mean_squared_error: 3.6034e-05
Epoch 00045: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/53\45-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.5770e-05 - mean_squared_error: 3.5770e-05 - val_loss: 1.3247e-05 - val_mean_squared_error: 1.3247e-05
Epoch 46/500
789/798 [============================>.] - ETA: 0s - loss: 3.4925e-05 - mean_squared_error: 3.4925e-05
Epoch 00046: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/53\46-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.4658e-05 - mean_squared_error: 3.4658e-05 - val_loss: 1.4675e-05 - val_mean_squared_error: 1.4675e-05
Epoch 47/500
793/798 [============================>.] - ETA: 0s - loss: 3.5100e-05 - mean_squared_error: 3.5100e-05
Epoch 00047: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.5147e-05 - mean_squared_error: 3.5147e-05 - val_loss: 1.4061e-05 - val_mean_squared_error: 1.4061e-05
Epoch 48/500
798/798 [==============================] - ETA: 0s - loss: 3.5810e-05 - mean_squared_error: 3.5810e-05
Epoch 00048: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.5810e-05 - mean_squared_error: 3.5810e-05 - val_loss: 1.6006e-05 - val_mean_squared_error: 1.6006e-05
Epoch 49/500
795/798 [============================>.] - ETA: 0s - loss: 4.0050e-05 - mean_squared_error: 4.0050e-05
Epoch 00049: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.9921e-05 - mean_squared_error: 3.9921e-05 - val_loss: 1.4080e-05 - val_mean_squared_error: 1.4080e-05
Epoch 50/500
793/798 [============================>.] - ETA: 0s - loss: 3.6744e-05 - mean_squared_error: 3.6744e-05
Epoch 00050: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.6684e-05 - mean_squared_error: 3.6684e-05 - val_loss: 1.4948e-05 - val_mean_squared_error: 1.4948e-05
Epoch 51/500
798/798 [==============================] - ETA: 0s - loss: 3.4443e-05 - mean_squared_error: 3.4443e-05
Epoch 00051: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\51-0.0000.hdf5
798/798 [==============================] - 5s 6ms/step - loss: 3.4443e-05 - mean_squared_error: 3.4443e-05 - val_loss: 1.3990e-05 - val_mean_squared_error: 1.3990e-05
Epoch 52/500
793/798 [============================>.] - ETA: 0s - loss: 3.4128e-05 - mean_squared_error: 3.4128e-05
Epoch 00052: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\52-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 3.3961e-05 - mean_squared_error: 3.3961e-05 - val_loss: 1.3593e-05 - val_mean_squared_error: 1.3593e-05
Epoch 53/500
793/798 [============================>.] - ETA: 0s - loss: 3.3297e-05 - mean_squared_error: 3.3297e-05
Epoch 00053: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\53-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 3.3879e-05 - mean_squared_error: 3.3879e-05 - val_loss: 1.8092e-05 - val_mean_squared_error: 1.8092e-05
Epoch 54/500
793/798 [============================>.] - ETA: 0s - loss: 3.3905e-05 - mean_squared_error: 3.3905e-05
Epoch 00054: loss did not improve from 0.00003
798/798 [==============================] - 6s 7ms/step - loss: 3.4282e-05 - mean_squared_error: 3.4282e-05 - val_loss: 1.4838e-05 - val_mean_squared_error: 1.4838e-05
Epoch 55/500
797/798 [============================>.] - ETA: 0s - loss: 3.3866e-05 - mean_squared_error: 3.3866e-05
Epoch 00055: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\55-0.0000.hdf5
798/798 [==============================] - 6s 8ms/step - loss: 3.3843e-05 - mean_squared_error: 3.3843e-05 - val_loss: 1.5110e-05 - val_mean_squared_error: 1.5110e-05
Epoch 56/500
790/798 [============================>.] - ETA: 0s - loss: 3.2351e-05 - mean_squared_error: 3.2351e-05
Epoch 00056: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\56-0.0000.hdf5
798/798 [==============================] - 6s 8ms/step - loss: 3.2362e-05 - mean_squared_error: 3.2362e-05 - val_loss: 1.3696e-05 - val_mean_squared_error: 1.3696e-05
Epoch 57/500
793/798 [============================>.] - ETA: 0s - loss: 3.3605e-05 - mean_squared_error: 3.3605e-05
Epoch 00057: loss did not improve from 0.00003
798/798 [==============================] - 6s 7ms/step - loss: 3.3834e-05 - mean_squared_error: 3.3834e-05 - val_loss: 1.4635e-05 - val_mean_squared_error: 1.4635e-05
Epoch 58/500
795/798 [============================>.] - ETA: 0s - loss: 3.1308e-05 - mean_squared_error: 3.1308e-05
Epoch 00058: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\58-0.0000.hdf5
798/798 [==============================] - 5s 7ms/step - loss: 3.1262e-05 - mean_squared_error: 3.1262e-05 - val_loss: 1.5740e-05 - val_mean_squared_error: 1.5740e-05
Epoch 59/500
790/798 [============================>.] - ETA: 0s - loss: 3.4453e-05 - mean_squared_error: 3.4453e-05
Epoch 00059: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.4256e-05 - mean_squared_error: 3.4256e-05 - val_loss: 2.6983e-05 - val_mean_squared_error: 2.6983e-05
Epoch 60/500
797/798 [============================>.] - ETA: 0s - loss: 3.1814e-05 - mean_squared_error: 3.1814e-05
Epoch 00060: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.1791e-05 - mean_squared_error: 3.1791e-05 - val_loss: 1.4690e-05 - val_mean_squared_error: 1.4690e-05
Epoch 61/500
792/798 [============================>.] - ETA: 0s - loss: 3.1550e-05 - mean_squared_error: 3.1550e-05
Epoch 00061: loss did not improve from 0.00003
798/798 [==============================] - 5s 6ms/step - loss: 3.1462e-05 - mean_squared_error: 3.1462e-05 - val_loss: 1.3781e-05 - val_mean_squared_error: 1.3781e-05
Epoch 62/500
797/798 [============================>.] - ETA: 0s - loss: 3.1007e-05 - mean_squared_error: 3.1007e-05
Epoch 00062: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\62-0.0000.hdf5
798/798 [==============================] - 4s 6ms/step - loss: 3.0983e-05 - mean_squared_error: 3.0983e-05 - val_loss: 1.4630e-05 - val_mean_squared_error: 1.4630e-05
Epoch 63/500
788/798 [============================>.] - ETA: 0s - loss: 3.1442e-05 - mean_squared_error: 3.1442e-05
Epoch 00063: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.1193e-05 - mean_squared_error: 3.1193e-05 - val_loss: 1.3652e-05 - val_mean_squared_error: 1.3652e-05
Epoch 64/500
793/798 [============================>.] - ETA: 0s - loss: 3.0758e-05 - mean_squared_error: 3.0758e-05
Epoch 00064: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/53\64-0.0000.hdf5
798/798 [==============================] - 4s 5ms/step - loss: 3.0634e-05 - mean_squared_error: 3.0634e-05 - val_loss: 1.6301e-05 - val_mean_squared_error: 1.6301e-05
Epoch 65/500
790/798 [============================>.] - ETA: 0s - loss: 3.1588e-05 - mean_squared_error: 3.1588e-05
Epoch 00065: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.1329e-05 - mean_squared_error: 3.1329e-05 - val_loss: 1.3374e-05 - val_mean_squared_error: 1.3374e-05
Epoch 66/500
797/798 [============================>.] - ETA: 0s - loss: 3.0853e-05 - mean_squared_error: 3.0853e-05
Epoch 00066: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.0837e-05 - mean_squared_error: 3.0837e-05 - val_loss: 1.6739e-05 - val_mean_squared_error: 1.6739e-05
Epoch 67/500
792/798 [============================>.] - ETA: 0s - loss: 3.3077e-05 - mean_squared_error: 3.3077e-05
Epoch 00067: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.2888e-05 - mean_squared_error: 3.2888e-05 - val_loss: 1.5811e-05 - val_mean_squared_error: 1.5811e-05
Epoch 68/500
789/798 [============================>.] - ETA: 0s - loss: 3.2570e-05 - mean_squared_error: 3.2570e-05
Epoch 00068: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.2535e-05 - mean_squared_error: 3.2535e-05 - val_loss: 1.2528e-05 - val_mean_squared_error: 1.2528e-05
Epoch 69/500
798/798 [==============================] - ETA: 0s - loss: 3.1815e-05 - mean_squared_error: 3.1815e-05
Epoch 00069: loss did not improve from 0.00003
798/798 [==============================] - 4s 5ms/step - loss: 3.1815e-05 - mean_squared_error: 3.1815e-05 - val_loss: 1.6366e-05 - val_mean_squared_error: 1.6366e-05
Epoch 00069: early stopping
Epoch 1/500
2165/2171 [============================>.] - ETA: 0s - loss: 6.7694e-05 - mean_squared_error: 6.7694e-05
Epoch 00001: loss improved from inf to 0.00007, saving model to ./model_LSTM/54\01-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 6.7554e-05 - mean_squared_error: 6.7554e-05 - val_loss: 9.0787e-05 - val_mean_squared_error: 9.0787e-05
Epoch 2/500
2168/2171 [============================>.] - ETA: 0s - loss: 5.8881e-05 - mean_squared_error: 5.8881e-05
Epoch 00002: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/54\02-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 5.8806e-05 - mean_squared_error: 5.8806e-05 - val_loss: 7.8209e-05 - val_mean_squared_error: 7.8209e-05
Epoch 3/500
2171/2171 [==============================] - ETA: 0s - loss: 9.2677e-05 - mean_squared_error: 9.2677e-05
Epoch 00003: loss did not improve from 0.00006
2171/2171 [==============================] - 15s 7ms/step - loss: 9.2677e-05 - mean_squared_error: 9.2677e-05 - val_loss: 8.2295e-05 - val_mean_squared_error: 8.2295e-05
Epoch 4/500
2167/2171 [============================>.] - ETA: 0s - loss: 5.6920e-05 - mean_squared_error: 5.6920e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/54\04-0.0001.hdf5
2171/2171 [==============================] - 14s 6ms/step - loss: 5.6824e-05 - mean_squared_error: 5.6824e-05 - val_loss: 8.2356e-05 - val_mean_squared_error: 8.2356e-05
Epoch 5/500
2164/2171 [============================>.] - ETA: 0s - loss: 5.5565e-05 - mean_squared_error: 5.5565e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/54\05-0.0001.hdf5
2171/2171 [==============================] - 14s 7ms/step - loss: 5.5478e-05 - mean_squared_error: 5.5478e-05 - val_loss: 8.1956e-05 - val_mean_squared_error: 8.1956e-05
Epoch 6/500
2168/2171 [============================>.] - ETA: 0s - loss: 5.3636e-05 - mean_squared_error: 5.3636e-05
Epoch 00006: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/54\06-0.0001.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 5.3693e-05 - mean_squared_error: 5.3693e-05 - val_loss: 8.5438e-05 - val_mean_squared_error: 8.5438e-05
Epoch 7/500
2164/2171 [============================>.] - ETA: 0s - loss: 5.5487e-05 - mean_squared_error: 5.5487e-05
Epoch 00007: loss did not improve from 0.00005
2171/2171 [==============================] - 14s 6ms/step - loss: 5.5682e-05 - mean_squared_error: 5.5682e-05 - val_loss: 8.3509e-05 - val_mean_squared_error: 8.3509e-05
Epoch 8/500
2163/2171 [============================>.] - ETA: 0s - loss: 5.2994e-05 - mean_squared_error: 5.2994e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\08-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 5.2831e-05 - mean_squared_error: 5.2831e-05 - val_loss: 8.5306e-05 - val_mean_squared_error: 8.5306e-05
Epoch 9/500
2169/2171 [============================>.] - ETA: 0s - loss: 5.3617e-05 - mean_squared_error: 5.3617e-05
Epoch 00009: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 6ms/step - loss: 5.3576e-05 - mean_squared_error: 5.3576e-05 - val_loss: 8.8605e-05 - val_mean_squared_error: 8.8605e-05
Epoch 10/500
2164/2171 [============================>.] - ETA: 0s - loss: 5.2737e-05 - mean_squared_error: 5.2737e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\10-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 5.2698e-05 - mean_squared_error: 5.2698e-05 - val_loss: 8.7917e-05 - val_mean_squared_error: 8.7917e-05
Epoch 11/500
2169/2171 [============================>.] - ETA: 0s - loss: 5.1845e-05 - mean_squared_error: 5.1845e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\11-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 5.1910e-05 - mean_squared_error: 5.1910e-05 - val_loss: 8.5349e-05 - val_mean_squared_error: 8.5349e-05
Epoch 12/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.3036e-05 - mean_squared_error: 5.3036e-05
Epoch 00012: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 5.3018e-05 - mean_squared_error: 5.3018e-05 - val_loss: 8.3160e-05 - val_mean_squared_error: 8.3160e-05
Epoch 13/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.0532e-05 - mean_squared_error: 5.0532e-05
Epoch 00013: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\13-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 5.0515e-05 - mean_squared_error: 5.0515e-05 - val_loss: 8.6031e-05 - val_mean_squared_error: 8.6031e-05
Epoch 14/500
2163/2171 [============================>.] - ETA: 0s - loss: 5.0436e-05 - mean_squared_error: 5.0436e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\14-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 5.0303e-05 - mean_squared_error: 5.0303e-05 - val_loss: 9.0222e-05 - val_mean_squared_error: 9.0222e-05
Epoch 15/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.0625e-05 - mean_squared_error: 5.0625e-05
Epoch 00015: loss did not improve from 0.00005
2171/2171 [==============================] - 14s 6ms/step - loss: 5.0619e-05 - mean_squared_error: 5.0619e-05 - val_loss: 8.3053e-05 - val_mean_squared_error: 8.3053e-05
Epoch 16/500
2170/2171 [============================>.] - ETA: 0s - loss: 5.3703e-05 - mean_squared_error: 5.3703e-05
Epoch 00016: loss did not improve from 0.00005
2171/2171 [==============================] - 15s 7ms/step - loss: 5.3684e-05 - mean_squared_error: 5.3684e-05 - val_loss: 9.1547e-05 - val_mean_squared_error: 9.1547e-05
Epoch 17/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.8760e-05 - mean_squared_error: 4.8760e-05
Epoch 00017: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\17-0.0001.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 4.8732e-05 - mean_squared_error: 4.8732e-05 - val_loss: 8.0838e-05 - val_mean_squared_error: 8.0838e-05
Epoch 18/500
2166/2171 [============================>.] - ETA: 0s - loss: 5.0217e-05 - mean_squared_error: 5.0217e-05
Epoch 00018: loss did not improve from 0.00005
2171/2171 [==============================] - 15s 7ms/step - loss: 5.0123e-05 - mean_squared_error: 5.0123e-05 - val_loss: 8.1534e-05 - val_mean_squared_error: 8.1534e-05
Epoch 19/500
2161/2171 [============================>.] - ETA: 0s - loss: 4.8171e-05 - mean_squared_error: 4.8171e-05
Epoch 00019: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\19-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 4.7995e-05 - mean_squared_error: 4.7995e-05 - val_loss: 8.2002e-05 - val_mean_squared_error: 8.2002e-05
Epoch 20/500
2165/2171 [============================>.] - ETA: 0s - loss: 5.0428e-05 - mean_squared_error: 5.0428e-05
Epoch 00020: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 5.0319e-05 - mean_squared_error: 5.0319e-05 - val_loss: 8.6556e-05 - val_mean_squared_error: 8.6556e-05
Epoch 21/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.7853e-05 - mean_squared_error: 4.7853e-05
Epoch 00021: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\21-0.0001.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.7734e-05 - mean_squared_error: 4.7734e-05 - val_loss: 8.3536e-05 - val_mean_squared_error: 8.3536e-05
Epoch 22/500
2171/2171 [==============================] - ETA: 0s - loss: 4.7791e-05 - mean_squared_error: 4.7791e-05
Epoch 00022: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 4.7791e-05 - mean_squared_error: 4.7791e-05 - val_loss: 7.8662e-05 - val_mean_squared_error: 7.8662e-05
Epoch 23/500
2171/2171 [==============================] - ETA: 0s - loss: 4.8278e-05 - mean_squared_error: 4.8278e-05
Epoch 00023: loss did not improve from 0.00005
2171/2171 [==============================] - 12s 5ms/step - loss: 4.8278e-05 - mean_squared_error: 4.8278e-05 - val_loss: 1.2626e-04 - val_mean_squared_error: 1.2626e-04
Epoch 24/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.7366e-05 - mean_squared_error: 4.7366e-05
Epoch 00024: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\24-0.0001.hdf5
2171/2171 [==============================] - 12s 6ms/step - loss: 4.7225e-05 - mean_squared_error: 4.7225e-05 - val_loss: 9.0011e-05 - val_mean_squared_error: 9.0011e-05
Epoch 25/500
2162/2171 [============================>.] - ETA: 0s - loss: 4.6836e-05 - mean_squared_error: 4.6836e-05
Epoch 00025: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\25-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 4.6789e-05 - mean_squared_error: 4.6789e-05 - val_loss: 9.5298e-05 - val_mean_squared_error: 9.5298e-05
Epoch 26/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.5491e-05 - mean_squared_error: 4.5491e-05
Epoch 00026: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\26-0.0001.hdf5
2171/2171 [==============================] - 16s 8ms/step - loss: 4.5780e-05 - mean_squared_error: 4.5780e-05 - val_loss: 1.3418e-04 - val_mean_squared_error: 1.3418e-04
Epoch 27/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.5122e-05 - mean_squared_error: 4.5122e-05
Epoch 00027: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/54\27-0.0001.hdf5
2171/2171 [==============================] - 15s 7ms/step - loss: 4.5073e-05 - mean_squared_error: 4.5073e-05 - val_loss: 8.5956e-05 - val_mean_squared_error: 8.5956e-05
Epoch 28/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.4284e-05 - mean_squared_error: 4.4284e-05
Epoch 00028: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/54\28-0.0001.hdf5
2171/2171 [==============================] - 16s 7ms/step - loss: 4.4268e-05 - mean_squared_error: 4.4268e-05 - val_loss: 9.9811e-05 - val_mean_squared_error: 9.9811e-05
Epoch 29/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.4708e-05 - mean_squared_error: 4.4708e-05
Epoch 00029: loss did not improve from 0.00004
2171/2171 [==============================] - 14s 7ms/step - loss: 4.4668e-05 - mean_squared_error: 4.4668e-05 - val_loss: 9.3117e-05 - val_mean_squared_error: 9.3117e-05
Epoch 30/500
2168/2171 [============================>.] - ETA: 0s - loss: 4.7779e-05 - mean_squared_error: 4.7779e-05
Epoch 00030: loss did not improve from 0.00004
2171/2171 [==============================] - 13s 6ms/step - loss: 4.7724e-05 - mean_squared_error: 4.7724e-05 - val_loss: 9.3405e-05 - val_mean_squared_error: 9.3405e-05
Epoch 31/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.3418e-05 - mean_squared_error: 4.3418e-05
Epoch 00031: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\31-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.3297e-05 - mean_squared_error: 4.3297e-05 - val_loss: 9.4375e-05 - val_mean_squared_error: 9.4375e-05
Epoch 32/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.5473e-05 - mean_squared_error: 4.5473e-05
Epoch 00032: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.5415e-05 - mean_squared_error: 4.5415e-05 - val_loss: 1.0061e-04 - val_mean_squared_error: 1.0061e-04
Epoch 33/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.5059e-05 - mean_squared_error: 4.5059e-05
Epoch 00033: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.5023e-05 - mean_squared_error: 4.5023e-05 - val_loss: 8.7510e-05 - val_mean_squared_error: 8.7510e-05
Epoch 34/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.4003e-05 - mean_squared_error: 4.4003e-05
Epoch 00034: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.3867e-05 - mean_squared_error: 4.3867e-05 - val_loss: 9.0962e-05 - val_mean_squared_error: 9.0962e-05
Epoch 35/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.2897e-05 - mean_squared_error: 4.2897e-05
Epoch 00035: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\35-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.2769e-05 - mean_squared_error: 4.2769e-05 - val_loss: 9.7357e-05 - val_mean_squared_error: 9.7357e-05
Epoch 36/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.4584e-05 - mean_squared_error: 4.4584e-05
Epoch 00036: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.4507e-05 - mean_squared_error: 4.4507e-05 - val_loss: 9.8622e-05 - val_mean_squared_error: 9.8622e-05
Epoch 37/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.2519e-05 - mean_squared_error: 4.2519e-05
Epoch 00037: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\37-0.0001.hdf5
2171/2171 [==============================] - 14s 7ms/step - loss: 4.2414e-05 - mean_squared_error: 4.2414e-05 - val_loss: 9.3829e-05 - val_mean_squared_error: 9.3829e-05
Epoch 38/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.4478e-05 - mean_squared_error: 4.4478e-05
Epoch 00038: loss did not improve from 0.00004
2171/2171 [==============================] - 14s 7ms/step - loss: 4.4453e-05 - mean_squared_error: 4.4453e-05 - val_loss: 1.0230e-04 - val_mean_squared_error: 1.0230e-04
Epoch 39/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.3317e-05 - mean_squared_error: 4.3317e-05
Epoch 00039: loss did not improve from 0.00004
2171/2171 [==============================] - 15s 7ms/step - loss: 4.3283e-05 - mean_squared_error: 4.3283e-05 - val_loss: 9.9997e-05 - val_mean_squared_error: 9.9997e-05
Epoch 40/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.3364e-05 - mean_squared_error: 4.3364e-05
Epoch 00040: loss did not improve from 0.00004
2171/2171 [==============================] - 17s 8ms/step - loss: 4.3332e-05 - mean_squared_error: 4.3332e-05 - val_loss: 9.5062e-05 - val_mean_squared_error: 9.5062e-05
Epoch 41/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.2476e-05 - mean_squared_error: 4.2476e-05
Epoch 00041: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\41-0.0001.hdf5
2171/2171 [==============================] - 14s 7ms/step - loss: 4.2359e-05 - mean_squared_error: 4.2359e-05 - val_loss: 9.2090e-05 - val_mean_squared_error: 9.2090e-05
Epoch 42/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.3690e-05 - mean_squared_error: 4.3690e-05
Epoch 00042: loss did not improve from 0.00004
2171/2171 [==============================] - 13s 6ms/step - loss: 4.3698e-05 - mean_squared_error: 4.3698e-05 - val_loss: 8.7708e-05 - val_mean_squared_error: 8.7708e-05
Epoch 43/500
2164/2171 [============================>.] - ETA: 0s - loss: 4.1861e-05 - mean_squared_error: 4.1861e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\43-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.1856e-05 - mean_squared_error: 4.1856e-05 - val_loss: 1.0115e-04 - val_mean_squared_error: 1.0115e-04
Epoch 44/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.1670e-05 - mean_squared_error: 4.1670e-05
Epoch 00044: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\44-0.0001.hdf5
2171/2171 [==============================] - 11s 5ms/step - loss: 4.1638e-05 - mean_squared_error: 4.1638e-05 - val_loss: 9.2705e-05 - val_mean_squared_error: 9.2705e-05
Epoch 45/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.2262e-05 - mean_squared_error: 4.2262e-05
Epoch 00045: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.2360e-05 - mean_squared_error: 4.2360e-05 - val_loss: 1.0112e-04 - val_mean_squared_error: 1.0112e-04
Epoch 46/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.0504e-05 - mean_squared_error: 4.0504e-05
Epoch 00046: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\46-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 4.0474e-05 - mean_squared_error: 4.0474e-05 - val_loss: 1.0308e-04 - val_mean_squared_error: 1.0308e-04
Epoch 47/500
2165/2171 [============================>.] - ETA: 0s - loss: 4.4468e-05 - mean_squared_error: 4.4468e-05
Epoch 00047: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.4380e-05 - mean_squared_error: 4.4380e-05 - val_loss: 9.7825e-05 - val_mean_squared_error: 9.7825e-05
Epoch 48/500
2171/2171 [==============================] - ETA: 0s - loss: 4.3857e-05 - mean_squared_error: 4.3857e-05
Epoch 00048: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.3857e-05 - mean_squared_error: 4.3857e-05 - val_loss: 9.7173e-05 - val_mean_squared_error: 9.7173e-05
Epoch 49/500
2171/2171 [==============================] - ETA: 0s - loss: 3.9742e-05 - mean_squared_error: 3.9742e-05
Epoch 00049: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\49-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 3.9742e-05 - mean_squared_error: 3.9742e-05 - val_loss: 1.0341e-04 - val_mean_squared_error: 1.0341e-04
Epoch 50/500
2169/2171 [============================>.] - ETA: 0s - loss: 3.9663e-05 - mean_squared_error: 3.9663e- - ETA: 0s - loss: 3.9630e-05 - mean_squared_error: 3.9630e-05
Epoch 00050: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\50-0.0001.hdf5
2171/2171 [==============================] - 20s 9ms/step - loss: 3.9616e-05 - mean_squared_error: 3.9616e-05 - val_loss: 9.8273e-05 - val_mean_squared_error: 9.8273e-05
Epoch 51/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.1210e-05 - mean_squared_error: 4.1210e-05
Epoch 00051: loss did not improve from 0.00004
2171/2171 [==============================] - 20s 9ms/step - loss: 4.1198e-05 - mean_squared_error: 4.1198e-05 - val_loss: 8.7537e-05 - val_mean_squared_error: 8.7537e-05
Epoch 52/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.1108e-05 - mean_squared_error: 4.1108e-05
Epoch 00052: loss did not improve from 0.00004
2171/2171 [==============================] - 16s 8ms/step - loss: 4.1177e-05 - mean_squared_error: 4.1177e-05 - val_loss: 9.1450e-05 - val_mean_squared_error: 9.1450e-05
Epoch 53/500
2169/2171 [============================>.] - ETA: 0s - loss: 4.0670e-05 - mean_squared_error: 4.0670e-05
Epoch 00053: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.0639e-05 - mean_squared_error: 4.0639e-05 - val_loss: 9.6501e-05 - val_mean_squared_error: 9.6501e-05
Epoch 54/500
2163/2171 [============================>.] - ETA: 0s - loss: 3.9204e-05 - mean_squared_error: 3.9204e-05
Epoch 00054: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\54-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 3.9200e-05 - mean_squared_error: 3.9200e-05 - val_loss: 9.3875e-05 - val_mean_squared_error: 9.3875e-05
Epoch 55/500
2163/2171 [============================>.] - ETA: 0s - loss: 3.9436e-05 - mean_squared_error: 3.9436e-05
Epoch 00055: loss did not improve from 0.00004
2171/2171 [==============================] - 11s 5ms/step - loss: 3.9457e-05 - mean_squared_error: 3.9457e-05 - val_loss: 1.0455e-04 - val_mean_squared_error: 1.0455e-04
Epoch 56/500
2163/2171 [============================>.] - ETA: 0s - loss: 4.1501e-05 - mean_squared_error: 4.1501e-05
Epoch 00056: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.1385e-05 - mean_squared_error: 4.1385e-05 - val_loss: 1.0400e-04 - val_mean_squared_error: 1.0400e-04
Epoch 57/500
2170/2171 [============================>.] - ETA: 0s - loss: 4.0285e-05 - mean_squared_error: 4.0285e-05
Epoch 00057: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 4.0353e-05 - mean_squared_error: 4.0353e-05 - val_loss: 9.6269e-05 - val_mean_squared_error: 9.6269e-05
Epoch 58/500
2163/2171 [============================>.] - ETA: 0s - loss: 3.8946e-05 - mean_squared_error: 3.8946e-05
Epoch 00058: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\58-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 3.8988e-05 - mean_squared_error: 3.8988e-05 - val_loss: 9.2396e-05 - val_mean_squared_error: 9.2396e-05
Epoch 59/500
2166/2171 [============================>.] - ETA: 0s - loss: 4.0632e-05 - mean_squared_error: 4.0632e-05
Epoch 00059: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 4.0580e-05 - mean_squared_error: 4.0580e-05 - val_loss: 1.0340e-04 - val_mean_squared_error: 1.0340e-04
Epoch 60/500
2166/2171 [============================>.] - ETA: 0s - loss: 3.8356e-05 - mean_squared_error: 3.8356e-05
Epoch 00060: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\60-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 3.8323e-05 - mean_squared_error: 3.8323e-05 - val_loss: 9.8139e-05 - val_mean_squared_error: 9.8139e-05
Epoch 61/500
2166/2171 [============================>.] - ETA: 0s - loss: 3.9531e-05 - mean_squared_error: 3.9531e-05
Epoch 00061: loss did not improve from 0.00004
2171/2171 [==============================] - 14s 6ms/step - loss: 3.9925e-05 - mean_squared_error: 3.9925e-05 - val_loss: 1.1552e-04 - val_mean_squared_error: 1.1552e-04
Epoch 62/500
2166/2171 [============================>.] - ETA: 0s - loss: 3.9743e-05 - mean_squared_error: 3.9743e-05
Epoch 00062: loss did not improve from 0.00004
2171/2171 [==============================] - 15s 7ms/step - loss: 3.9694e-05 - mean_squared_error: 3.9694e-05 - val_loss: 1.1673e-04 - val_mean_squared_error: 1.1673e-04
Epoch 63/500
2169/2171 [============================>.] - ETA: 0s - loss: 3.9736e-05 - mean_squared_error: 3.9736e-05
Epoch 00063: loss did not improve from 0.00004
2171/2171 [==============================] - 16s 7ms/step - loss: 3.9715e-05 - mean_squared_error: 3.9715e-05 - val_loss: 1.0409e-04 - val_mean_squared_error: 1.0409e-04
Epoch 64/500
2162/2171 [============================>.] - ETA: 0s - loss: 3.8066e-05 - mean_squared_error: 3.8066e-05
Epoch 00064: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\64-0.0001.hdf5
2171/2171 [==============================] - 13s 6ms/step - loss: 3.7928e-05 - mean_squared_error: 3.7928e-05 - val_loss: 9.9111e-05 - val_mean_squared_error: 9.9111e-05
Epoch 65/500
2162/2171 [============================>.] - ETA: 0s - loss: 3.9205e-05 - mean_squared_error: 3.9205e-05
Epoch 00065: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 3.9064e-05 - mean_squared_error: 3.9064e-05 - val_loss: 1.1063e-04 - val_mean_squared_error: 1.1063e-04
Epoch 66/500
2162/2171 [============================>.] - ETA: 0s - loss: 3.6729e-05 - mean_squared_error: 3.6729e-05
Epoch 00066: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/54\66-0.0001.hdf5
2171/2171 [==============================] - 12s 5ms/step - loss: 3.6601e-05 - mean_squared_error: 3.6601e-05 - val_loss: 1.2672e-04 - val_mean_squared_error: 1.2672e-04
Epoch 67/500
2167/2171 [============================>.] - ETA: 0s - loss: 4.1059e-05 - mean_squared_error: 4.1059e-05
Epoch 00067: loss did not improve from 0.00004
2171/2171 [==============================] - 11s 5ms/step - loss: 4.1191e-05 - mean_squared_error: 4.1191e-05 - val_loss: 1.1644e-04 - val_mean_squared_error: 1.1644e-04
Epoch 68/500
2169/2171 [============================>.] - ETA: 0s - loss: 3.9539e-05 - mean_squared_error: 3.9539e-05
Epoch 00068: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 3.9508e-05 - mean_squared_error: 3.9508e-05 - val_loss: 1.0873e-04 - val_mean_squared_error: 1.0873e-04
Epoch 69/500
2171/2171 [==============================] - ETA: 0s - loss: 3.7892e-05 - mean_squared_error: 3.7892e-05
Epoch 00069: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 5ms/step - loss: 3.7892e-05 - mean_squared_error: 3.7892e-05 - val_loss: 1.0771e-04 - val_mean_squared_error: 1.0771e-04
Epoch 70/500
2168/2171 [============================>.] - ETA: 0s - loss: 3.9463e-05 - mean_squared_error: 3.9463e-05
Epoch 00070: loss did not improve from 0.00004
2171/2171 [==============================] - 12s 6ms/step - loss: 3.9419e-05 - mean_squared_error: 3.9419e-05 - val_loss: 1.1676e-04 - val_mean_squared_error: 1.1676e-04
Epoch 71/500
2171/2171 [==============================] - ETA: 0s - loss: 3.7811e-05 - mean_squared_error: 3.7811e-05
Epoch 00071: loss did not improve from 0.00004
2171/2171 [==============================] - 13s 6ms/step - loss: 3.7811e-05 - mean_squared_error: 3.7811e-05 - val_loss: 1.0940e-04 - val_mean_squared_error: 1.0940e-04
Epoch 00071: early stopping
Epoch 1/500
2154/2158 [============================>.] - ETA: 0s - loss: 1.2364e-04 - mean_squared_error: 1.2364e-04
Epoch 00001: loss improved from inf to 0.00012, saving model to ./model_LSTM/55\01-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 1.2342e-04 - mean_squared_error: 1.2342e-04 - val_loss: 3.5587e-05 - val_mean_squared_error: 3.5587e-05
Epoch 2/500
2157/2158 [============================>.] - ETA: 0s - loss: 6.2616e-05 - mean_squared_error: 6.2616e-05
Epoch 00002: loss improved from 0.00012 to 0.00006, saving model to ./model_LSTM/55\02-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 6.2588e-05 - mean_squared_error: 6.2588e-05 - val_loss: 2.9306e-05 - val_mean_squared_error: 2.9306e-05
Epoch 3/500
2153/2158 [============================>.] - ETA: 0s - loss: 5.0669e-05 - mean_squared_error: 5.0669e-05
Epoch 00003: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/55\03-0.0000.hdf5
2158/2158 [==============================] - 12s 6ms/step - loss: 5.0612e-05 - mean_squared_error: 5.0612e-05 - val_loss: 2.9491e-05 - val_mean_squared_error: 2.9491e-05
Epoch 4/500
2150/2158 [============================>.] - ETA: 0s - loss: 5.1523e-05 - mean_squared_error: 5.1523e-05
Epoch 00004: loss did not improve from 0.00005
2158/2158 [==============================] - 13s 6ms/step - loss: 5.1346e-05 - mean_squared_error: 5.1346e-05 - val_loss: 3.0034e-05 - val_mean_squared_error: 3.0034e-05
Epoch 5/500
2154/2158 [============================>.] - ETA: 0s - loss: 5.0051e-05 - mean_squared_error: 5.0051e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\05-0.0000.hdf5
2158/2158 [==============================] - 13s 6ms/step - loss: 4.9990e-05 - mean_squared_error: 4.9990e-05 - val_loss: 2.8405e-05 - val_mean_squared_error: 2.8405e-05
Epoch 6/500
2157/2158 [============================>.] - ETA: 0s - loss: 5.2814e-05 - mean_squared_error: 5.2814e-05
Epoch 00006: loss did not improve from 0.00005
2158/2158 [==============================] - 11s 5ms/step - loss: 5.2793e-05 - mean_squared_error: 5.2793e-05 - val_loss: 2.8509e-05 - val_mean_squared_error: 2.8509e-05
Epoch 7/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.7785e-05 - mean_squared_error: 4.7785e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\07-0.0000.hdf5
2158/2158 [==============================] - 10s 5ms/step - loss: 4.8222e-05 - mean_squared_error: 4.8222e-05 - val_loss: 2.7415e-05 - val_mean_squared_error: 2.7415e-05
Epoch 8/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.8108e-05 - mean_squared_error: 4.8108e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\08-0.0000.hdf5
2158/2158 [==============================] - 10s 4ms/step - loss: 4.8070e-05 - mean_squared_error: 4.8070e-05 - val_loss: 3.3502e-05 - val_mean_squared_error: 3.3502e-05
Epoch 9/500
2147/2158 [============================>.] - ETA: 0s - loss: 4.5247e-05 - mean_squared_error: 4.5247e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\09-0.0000.hdf5
2158/2158 [==============================] - 9s 4ms/step - loss: 4.5184e-05 - mean_squared_error: 4.5184e-05 - val_loss: 3.9724e-05 - val_mean_squared_error: 3.9724e-05
Epoch 10/500
2151/2158 [============================>.] - ETA: 0s - loss: 6.4400e-05 - mean_squared_error: 6.4400e-05
Epoch 00010: loss did not improve from 0.00005
2158/2158 [==============================] - 13s 6ms/step - loss: 6.4234e-05 - mean_squared_error: 6.4234e-05 - val_loss: 3.3580e-05 - val_mean_squared_error: 3.3580e-05
Epoch 11/500
2153/2158 [============================>.] - ETA: 0s - loss: 4.5197e-05 - mean_squared_error: 4.5197e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/55\11-0.0000.hdf5
2158/2158 [==============================] - 10s 4ms/step - loss: 4.5108e-05 - mean_squared_error: 4.5108e-05 - val_loss: 3.1195e-05 - val_mean_squared_error: 3.1195e-05
Epoch 12/500
2152/2158 [============================>.] - ETA: 0s - loss: 4.6059e-05 - mean_squared_error: 4.6059e-05
Epoch 00012: loss did not improve from 0.00005
2158/2158 [==============================] - 10s 5ms/step - loss: 4.5950e-05 - mean_squared_error: 4.5950e-05 - val_loss: 3.3033e-05 - val_mean_squared_error: 3.3033e-05
Epoch 13/500
2147/2158 [============================>.] - ETA: 0s - loss: 4.4002e-05 - mean_squared_error: 4.4002e-05
Epoch 00013: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/55\13-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 4.3865e-05 - mean_squared_error: 4.3865e-05 - val_loss: 4.3700e-05 - val_mean_squared_error: 4.3700e-05
Epoch 14/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.3816e-05 - mean_squared_error: 4.3816e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/55\14-0.0000.hdf5
2158/2158 [==============================] - 10s 5ms/step - loss: 4.3788e-05 - mean_squared_error: 4.3788e-05 - val_loss: 3.1248e-05 - val_mean_squared_error: 3.1248e-05
Epoch 15/500
2155/2158 [============================>.] - ETA: 0s - loss: 4.2275e-05 - mean_squared_error: 4.2275e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/55\15-0.0000.hdf5
2158/2158 [==============================] - 12s 5ms/step - loss: 4.2219e-05 - mean_squared_error: 4.2219e-05 - val_loss: 3.4753e-05 - val_mean_squared_error: 3.4753e-05
Epoch 16/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.1199e-05 - mean_squared_error: 4.1199e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/55\16-0.0000.hdf5
2158/2158 [==============================] - 11s 5ms/step - loss: 4.1163e-05 - mean_squared_error: 4.1163e-05 - val_loss: 3.5191e-05 - val_mean_squared_error: 3.5191e-05
Epoch 17/500
2149/2158 [============================>.] - ETA: 0s - loss: 4.2280e-05 - mean_squared_error: 4.2280e-05
Epoch 00017: loss did not improve from 0.00004
2158/2158 [==============================] - 12s 6ms/step - loss: 4.2226e-05 - mean_squared_error: 4.2226e-05 - val_loss: 3.8869e-05 - val_mean_squared_error: 3.8869e-05
Epoch 18/500
2156/2158 [============================>.] - ETA: 0s - loss: 4.1310e-05 - mean_squared_error: 4.1310e-05
Epoch 00018: loss did not improve from 0.00004
2158/2158 [==============================] - 13s 6ms/step - loss: 4.1275e-05 - mean_squared_error: 4.1275e-05 - val_loss: 2.8407e-05 - val_mean_squared_error: 2.8407e-05
Epoch 19/500
2155/2158 [============================>.] - ETA: 0s - loss: 4.2599e-05 - mean_squared_error: 4.2599e-05
Epoch 00019: loss did not improve from 0.00004
2158/2158 [==============================] - 12s 5ms/step - loss: 4.2555e-05 - mean_squared_error: 4.2555e-05 - val_loss: 2.9246e-05 - val_mean_squared_error: 2.9246e-05
Epoch 20/500
2152/2158 [============================>.] - ETA: 0s - loss: 4.1361e-05 - mean_squared_error: 4.1361e-05
Epoch 00020: loss did not improve from 0.00004
2158/2158 [==============================] - 11s 5ms/step - loss: 4.1515e-05 - mean_squared_error: 4.1515e-05 - val_loss: 2.6691e-05 - val_mean_squared_error: 2.6691e-05
Epoch 21/500
2152/2158 [============================>.] - ETA: 0s - loss: 4.1506e-05 - mean_squared_error: 4.1506e-05
Epoch 00021: loss did not improve from 0.00004
2158/2158 [==============================] - 10s 5ms/step - loss: 4.1402e-05 - mean_squared_error: 4.1402e-05 - val_loss: 3.4492e-05 - val_mean_squared_error: 3.4492e-05
Epoch 00021: early stopping
Epoch 1/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.0842e-05 - mean_squared_error: 6.0842e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/56\01-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 6.0789e-05 - mean_squared_error: 6.0789e-05 - val_loss: 1.5840e-05 - val_mean_squared_error: 1.5840e-05
Epoch 2/500
2217/2225 [============================>.] - ETA: 0s - loss: 5.2003e-05 - mean_squared_error: 5.2003e-05
Epoch 00002: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/56\02-0.0000.hdf5
2225/2225 [==============================] - 9s 4ms/step - loss: 5.1832e-05 - mean_squared_error: 5.1832e-05 - val_loss: 3.6380e-05 - val_mean_squared_error: 3.6380e-05
Epoch 3/500
2222/2225 [============================>.] - ETA: 0s - loss: 4.9575e-05 - mean_squared_error: 4.9575e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\03-0.0000.hdf5
2225/2225 [==============================] - 10s 5ms/step - loss: 4.9608e-05 - mean_squared_error: 4.9608e-05 - val_loss: 3.8320e-05 - val_mean_squared_error: 3.8320e-05
Epoch 4/500
2216/2225 [============================>.] - ETA: 0s - loss: 4.9464e-05 - mean_squared_error: 4.9464e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\04-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 4.9278e-05 - mean_squared_error: 4.9278e-05 - val_loss: 2.9561e-05 - val_mean_squared_error: 2.9561e-05
Epoch 5/500
2217/2225 [============================>.] - ETA: 0s - loss: 4.8810e-05 - mean_squared_error: 4.8810e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\05-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 4.8757e-05 - mean_squared_error: 4.8757e-05 - val_loss: 1.4721e-05 - val_mean_squared_error: 1.4721e-05
Epoch 6/500
2218/2225 [============================>.] - ETA: 0s - loss: 5.0096e-05 - mean_squared_error: 5.0096e-05
Epoch 00006: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 5.0025e-05 - mean_squared_error: 5.0025e-05 - val_loss: 4.7186e-05 - val_mean_squared_error: 4.7186e-05
Epoch 7/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.8926e-05 - mean_squared_error: 4.8926e-05
Epoch 00007: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 4.9003e-05 - mean_squared_error: 4.9003e-05 - val_loss: 4.4989e-05 - val_mean_squared_error: 4.4989e-05
Epoch 8/500
2224/2225 [============================>.] - ETA: 0s - loss: 5.2133e-05 - mean_squared_error: 5.2133e-05
Epoch 00008: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 5.2151e-05 - mean_squared_error: 5.2151e-05 - val_loss: 1.5257e-05 - val_mean_squared_error: 1.5257e-05
Epoch 9/500
2223/2225 [============================>.] - ETA: 0s - loss: 4.9116e-05 - mean_squared_error: 4.9116e-05
Epoch 00009: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 4.9075e-05 - mean_squared_error: 4.9075e-05 - val_loss: 1.4677e-05 - val_mean_squared_error: 1.4677e-05
Epoch 10/500
2225/2225 [==============================] - ETA: 0s - loss: 4.8072e-05 - mean_squared_error: 4.8072e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\10-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 4.8072e-05 - mean_squared_error: 4.8072e-05 - val_loss: 1.8799e-05 - val_mean_squared_error: 1.8799e-05
Epoch 11/500
2219/2225 [============================>.] - ETA: 0s - loss: 4.7187e-05 - mean_squared_error: 4.7187e-05
Epoch 00011: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\11-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 4.7273e-05 - mean_squared_error: 4.7273e-05 - val_loss: 1.9178e-05 - val_mean_squared_error: 1.9178e-05
Epoch 12/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.6974e-05 - mean_squared_error: 4.6974e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\12-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 4.6953e-05 - mean_squared_error: 4.6953e-05 - val_loss: 7.0189e-05 - val_mean_squared_error: 7.0189e-05
Epoch 13/500
2225/2225 [==============================] - ETA: 0s - loss: 4.7847e-05 - mean_squared_error: 4.7847e-05
Epoch 00013: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 4.7847e-05 - mean_squared_error: 4.7847e-05 - val_loss: 1.5960e-05 - val_mean_squared_error: 1.5960e-05
Epoch 14/500
2223/2225 [============================>.] - ETA: 0s - loss: 4.7786e-05 - mean_squared_error: 4.7786e-05
Epoch 00014: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 4ms/step - loss: 4.7760e-05 - mean_squared_error: 4.7760e-05 - val_loss: 5.8729e-05 - val_mean_squared_error: 5.8729e-05
Epoch 15/500
2217/2225 [============================>.] - ETA: 0s - loss: 4.7712e-05 - mean_squared_error: 4.7712e-05
Epoch 00015: loss did not improve from 0.00005
2225/2225 [==============================] - 9s 4ms/step - loss: 4.7645e-05 - mean_squared_error: 4.7645e-05 - val_loss: 1.5019e-05 - val_mean_squared_error: 1.5019e-05
Epoch 16/500
2221/2225 [============================>.] - ETA: 0s - loss: 4.6947e-05 - mean_squared_error: 4.6947e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\16-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 4.6869e-05 - mean_squared_error: 4.6869e-05 - val_loss: 1.3995e-05 - val_mean_squared_error: 1.3995e-05
Epoch 17/500
2225/2225 [==============================] - ETA: 0s - loss: 4.6332e-05 - mean_squared_error: 4.6332e-05
Epoch 00017: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\17-0.0000.hdf5
2225/2225 [==============================] - 10s 4ms/step - loss: 4.6332e-05 - mean_squared_error: 4.6332e-05 - val_loss: 1.8158e-05 - val_mean_squared_error: 1.8158e-05
Epoch 18/500
2222/2225 [============================>.] - ETA: 0s - loss: 4.6131e-05 - mean_squared_error: 4.6131e-05
Epoch 00018: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 4.6469e-05 - mean_squared_error: 4.6469e-05 - val_loss: 3.4538e-05 - val_mean_squared_error: 3.4538e-05
Epoch 19/500
2225/2225 [==============================] - ETA: 0s - loss: 4.6551e-05 - mean_squared_error: 4.6551e-05
Epoch 00019: loss did not improve from 0.00005
2225/2225 [==============================] - 10s 5ms/step - loss: 4.6551e-05 - mean_squared_error: 4.6551e-05 - val_loss: 1.5377e-05 - val_mean_squared_error: 1.5377e-05
Epoch 20/500
2222/2225 [============================>.] - ETA: 0s - loss: 4.6404e-05 - mean_squared_error: 4.6404e-05
Epoch 00020: loss did not improve from 0.00005
2225/2225 [==============================] - 11s 5ms/step - loss: 4.6345e-05 - mean_squared_error: 4.6345e-05 - val_loss: 1.5942e-05 - val_mean_squared_error: 1.5942e-05
Epoch 21/500
2215/2225 [============================>.] - ETA: 0s - loss: 4.5825e-05 - mean_squared_error: 4.5825e-05
Epoch 00021: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/56\21-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 4.5636e-05 - mean_squared_error: 4.5636e-05 - val_loss: 1.4967e-05 - val_mean_squared_error: 1.4967e-05
Epoch 22/500
2217/2225 [============================>.] - ETA: 0s - loss: 4.5824e-05 - mean_squared_error: 4.5824e-05
Epoch 00022: loss did not improve from 0.00005
2225/2225 [==============================] - 12s 5ms/step - loss: 4.5734e-05 - mean_squared_error: 4.5734e-05 - val_loss: 1.4141e-05 - val_mean_squared_error: 1.4141e-05
Epoch 23/500
2225/2225 [==============================] - ETA: 0s - loss: 4.5668e-05 - mean_squared_error: 4.5668e-05
Epoch 00023: loss did not improve from 0.00005
2225/2225 [==============================] - 14s 6ms/step - loss: 4.5668e-05 - mean_squared_error: 4.5668e-05 - val_loss: 1.5915e-05 - val_mean_squared_error: 1.5915e-05
Epoch 24/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.4222e-05 - mean_squared_error: 4.4222e-05
Epoch 00024: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/56\24-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 4.4203e-05 - mean_squared_error: 4.4203e-05 - val_loss: 1.4719e-05 - val_mean_squared_error: 1.4719e-05
Epoch 25/500
2220/2225 [============================>.] - ETA: 0s - loss: 4.6233e-05 - mean_squared_error: 4.6233e-05
Epoch 00025: loss did not improve from 0.00004
2225/2225 [==============================] - 11s 5ms/step - loss: 4.6151e-05 - mean_squared_error: 4.6151e-05 - val_loss: 1.7026e-05 - val_mean_squared_error: 1.7026e-05
Epoch 26/500
2214/2225 [============================>.] - ETA: 0s - loss: 4.5853e-05 - mean_squared_error: 4.5853e-05
Epoch 00026: loss did not improve from 0.00004
2225/2225 [==============================] - 10s 5ms/step - loss: 4.5929e-05 - mean_squared_error: 4.5929e-05 - val_loss: 1.5762e-05 - val_mean_squared_error: 1.5762e-05
Epoch 27/500
2220/2225 [============================>.] - ETA: 0s - loss: 4.5336e-05 - mean_squared_error: 4.5336e-05
Epoch 00027: loss did not improve from 0.00004
2225/2225 [==============================] - 10s 4ms/step - loss: 4.5320e-05 - mean_squared_error: 4.5320e-05 - val_loss: 3.2589e-05 - val_mean_squared_error: 3.2589e-05
Epoch 28/500
2214/2225 [============================>.] - ETA: 0s - loss: 4.6052e-05 - mean_squared_error: 4.6052e-05
Epoch 00028: loss did not improve from 0.00004
2225/2225 [==============================] - 9s 4ms/step - loss: 4.5842e-05 - mean_squared_error: 4.5842e-05 - val_loss: 1.4290e-05 - val_mean_squared_error: 1.4290e-05
Epoch 29/500
2224/2225 [============================>.] - ETA: 0s - loss: 4.4656e-05 - mean_squared_error: 4.4656e-05
Epoch 00029: loss did not improve from 0.00004
2225/2225 [==============================] - 10s 4ms/step - loss: 4.4638e-05 - mean_squared_error: 4.4638e-05 - val_loss: 1.6906e-05 - val_mean_squared_error: 1.6906e-05
Epoch 00029: early stopping
Epoch 1/500
1656/1667 [============================>.] - ETA: 0s - loss: 1.3705e-04 - mean_squared_error: 1.3705e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/57\01-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.3663e-04 - mean_squared_error: 1.3663e-04 - val_loss: 2.1025e-05 - val_mean_squared_error: 2.1025e-05
Epoch 2/500
1666/1667 [============================>.] - ETA: 0s - loss: 1.2766e-04 - mean_squared_error: 1.2766e-04
Epoch 00002: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/57\02-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.2763e-04 - mean_squared_error: 1.2763e-04 - val_loss: 2.5990e-05 - val_mean_squared_error: 2.5990e-05
Epoch 3/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.2210e-04 - mean_squared_error: 1.2210e-04
Epoch 00003: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/57\03-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.2193e-04 - mean_squared_error: 1.2193e-04 - val_loss: 2.2665e-05 - val_mean_squared_error: 2.2665e-05
Epoch 4/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.2017e-04 - mean_squared_error: 1.2017e-04
Epoch 00004: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/57\04-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.2027e-04 - mean_squared_error: 1.2027e-04 - val_loss: 2.1144e-05 - val_mean_squared_error: 2.1144e-05
Epoch 5/500
1667/1667 [==============================] - ETA: 0s - loss: 1.1627e-04 - mean_squared_error: 1.1627e-04
Epoch 00005: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/57\05-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 1.1627e-04 - mean_squared_error: 1.1627e-04 - val_loss: 2.0379e-05 - val_mean_squared_error: 2.0379e-05
Epoch 6/500
1665/1667 [============================>.] - ETA: 0s - loss: 1.1293e-04 - mean_squared_error: 1.1293e-04
Epoch 00006: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/57\06-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 1.1283e-04 - mean_squared_error: 1.1283e-04 - val_loss: 2.7175e-05 - val_mean_squared_error: 2.7175e-05
Epoch 7/500
1665/1667 [============================>.] - ETA: 0s - loss: 1.1386e-04 - mean_squared_error: 1.1386e-04
Epoch 00007: loss did not improve from 0.00011
1667/1667 [==============================] - 10s 6ms/step - loss: 1.1384e-04 - mean_squared_error: 1.1384e-04 - val_loss: 2.0008e-05 - val_mean_squared_error: 2.0008e-05
Epoch 8/500
1666/1667 [============================>.] - ETA: 0s - loss: 1.1183e-04 - mean_squared_error: 1.1183e-04
Epoch 00008: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\08-0.0000.hdf5
1667/1667 [==============================] - 11s 7ms/step - loss: 1.1180e-04 - mean_squared_error: 1.1180e-04 - val_loss: 2.0812e-05 - val_mean_squared_error: 2.0812e-05
Epoch 9/500
1661/1667 [============================>.] - ETA: 0s - loss: 1.1099e-04 - mean_squared_error: 1.1099e-04
Epoch 00009: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\09-0.0000.hdf5
1667/1667 [==============================] - 12s 7ms/step - loss: 1.1133e-04 - mean_squared_error: 1.1133e-04 - val_loss: 2.1680e-05 - val_mean_squared_error: 2.1680e-05
Epoch 10/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0837e-04 - mean_squared_error: 1.0837e-04
Epoch 00010: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\10-0.0000.hdf5
1667/1667 [==============================] - 13s 7ms/step - loss: 1.0815e-04 - mean_squared_error: 1.0815e-04 - val_loss: 2.0679e-05 - val_mean_squared_error: 2.0679e-05
Epoch 11/500
1665/1667 [============================>.] - ETA: 0s - loss: 1.0902e-04 - mean_squared_error: 1.0902e-04
Epoch 00011: loss did not improve from 0.00011
1667/1667 [==============================] - 11s 6ms/step - loss: 1.0892e-04 - mean_squared_error: 1.0892e-04 - val_loss: 1.9930e-05 - val_mean_squared_error: 1.9930e-05
Epoch 12/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0923e-04 - mean_squared_error: 1.0923e-04
Epoch 00012: loss did not improve from 0.00011
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0923e-04 - mean_squared_error: 1.0923e-04 - val_loss: 1.9881e-05 - val_mean_squared_error: 1.9881e-05
Epoch 13/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0554e-04 - mean_squared_error: 1.0554e-04
Epoch 00013: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/57\13-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0567e-04 - mean_squared_error: 1.0567e-04 - val_loss: 2.1058e-05 - val_mean_squared_error: 2.1058e-05
Epoch 14/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0342e-04 - mean_squared_error: 1.0342e-04
Epoch 00014: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/57\14-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0327e-04 - mean_squared_error: 1.0327e-04 - val_loss: 1.8836e-05 - val_mean_squared_error: 1.8836e-05
Epoch 15/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0431e-04 - mean_squared_error: 1.0431e-04
Epoch 00015: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0431e-04 - mean_squared_error: 1.0431e-04 - val_loss: 1.9887e-05 - val_mean_squared_error: 1.9887e-05
Epoch 16/500
1658/1667 [============================>.] - ETA: 0s - loss: 1.0323e-04 - mean_squared_error: 1.0323e-04
Epoch 00016: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\16-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0295e-04 - mean_squared_error: 1.0295e-04 - val_loss: 2.1912e-05 - val_mean_squared_error: 2.1912e-05
Epoch 17/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0321e-04 - mean_squared_error: 1.0321e-04
Epoch 00017: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0321e-04 - mean_squared_error: 1.0321e-04 - val_loss: 1.9136e-05 - val_mean_squared_error: 1.9136e-05
Epoch 18/500
1661/1667 [============================>.] - ETA: 0s - loss: 1.0349e-04 - mean_squared_error: 1.0349e-04
Epoch 00018: loss did not improve from 0.00010
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0321e-04 - mean_squared_error: 1.0321e-04 - val_loss: 2.0333e-05 - val_mean_squared_error: 2.0333e-05
Epoch 19/500
1661/1667 [============================>.] - ETA: 0s - loss: 1.0511e-04 - mean_squared_error: 1.0511e-04
Epoch 00019: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 6ms/step - loss: 1.0479e-04 - mean_squared_error: 1.0479e-04 - val_loss: 1.9988e-05 - val_mean_squared_error: 1.9988e-05
Epoch 20/500
1660/1667 [============================>.] - ETA: 0s - loss: 1.0324e-04 - mean_squared_error: 1.0324e-04
Epoch 00020: loss did not improve from 0.00010
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0301e-04 - mean_squared_error: 1.0301e-04 - val_loss: 2.2463e-05 - val_mean_squared_error: 2.2463e-05
Epoch 21/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0051e-04 - mean_squared_error: 1.0051e-04
Epoch 00021: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\21-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0039e-04 - mean_squared_error: 1.0039e-04 - val_loss: 2.7165e-05 - val_mean_squared_error: 2.7165e-05
Epoch 22/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0061e-04 - mean_squared_error: 1.0061e-04
Epoch 00022: loss did not improve from 0.00010
1667/1667 [==============================] - 11s 6ms/step - loss: 1.0047e-04 - mean_squared_error: 1.0047e-04 - val_loss: 2.0676e-05 - val_mean_squared_error: 2.0676e-05
Epoch 23/500
1666/1667 [============================>.] - ETA: 0s - loss: 1.0627e-04 - mean_squared_error: 1.0627e-04
Epoch 00023: loss did not improve from 0.00010
1667/1667 [==============================] - 11s 7ms/step - loss: 1.0624e-04 - mean_squared_error: 1.0624e-04 - val_loss: 2.0216e-05 - val_mean_squared_error: 2.0216e-05
Epoch 24/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0042e-04 - mean_squared_error: 1.0042e-04
Epoch 00024: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\24-0.0000.hdf5
1667/1667 [==============================] - 12s 7ms/step - loss: 1.0028e-04 - mean_squared_error: 1.0028e-04 - val_loss: 2.0154e-05 - val_mean_squared_error: 2.0154e-05
Epoch 25/500
1667/1667 [==============================] - ETA: 0s - loss: 1.0101e-04 - mean_squared_error: 1.0101e-04
Epoch 00025: loss did not improve from 0.00010
1667/1667 [==============================] - 11s 7ms/step - loss: 1.0101e-04 - mean_squared_error: 1.0101e-04 - val_loss: 2.3292e-05 - val_mean_squared_error: 2.3292e-05
Epoch 26/500
1660/1667 [============================>.] - ETA: 0s - loss: 9.8962e-05 - mean_squared_error: 9.8962e-05
Epoch 00026: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\26-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 9.8812e-05 - mean_squared_error: 9.8812e-05 - val_loss: 2.2532e-05 - val_mean_squared_error: 2.2532e-05
Epoch 27/500
1661/1667 [============================>.] - ETA: 0s - loss: 9.7453e-05 - mean_squared_error: 9.7453e-05
Epoch 00027: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\27-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 9.7495e-05 - mean_squared_error: 9.7495e-05 - val_loss: 2.5620e-05 - val_mean_squared_error: 2.5620e-05
Epoch 28/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0059e-04 - mean_squared_error: 1.0059e-04
Epoch 00028: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0033e-04 - mean_squared_error: 1.0033e-04 - val_loss: 2.1382e-05 - val_mean_squared_error: 2.1382e-05
Epoch 29/500
1664/1667 [============================>.] - ETA: 0s - loss: 1.0135e-04 - mean_squared_error: 1.0135e-04
Epoch 00029: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 1.0129e-04 - mean_squared_error: 1.0129e-04 - val_loss: 4.5944e-05 - val_mean_squared_error: 4.5944e-05
Epoch 30/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.7224e-05 - mean_squared_error: 9.7224e-05
Epoch 00030: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\30-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 9.7323e-05 - mean_squared_error: 9.7323e-05 - val_loss: 2.1588e-05 - val_mean_squared_error: 2.1588e-05
Epoch 31/500
1657/1667 [============================>.] - ETA: 0s - loss: 9.7730e-05 - mean_squared_error: 9.7730e-05
Epoch 00031: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 9.7587e-05 - mean_squared_error: 9.7587e-05 - val_loss: 2.4423e-05 - val_mean_squared_error: 2.4423e-05
Epoch 32/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.5998e-05 - mean_squared_error: 9.5998e-05
Epoch 00032: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/57\32-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 9.5801e-05 - mean_squared_error: 9.5801e-05 - val_loss: 2.1166e-05 - val_mean_squared_error: 2.1166e-05
Epoch 33/500
1660/1667 [============================>.] - ETA: 0s - loss: 9.8247e-05 - mean_squared_error: 9.8247e-05
Epoch 00033: loss did not improve from 0.00010
1667/1667 [==============================] - 9s 5ms/step - loss: 9.7872e-05 - mean_squared_error: 9.7872e-05 - val_loss: 2.0072e-05 - val_mean_squared_error: 2.0072e-05
Epoch 34/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.6554e-05 - mean_squared_error: 9.6554e-05
Epoch 00034: loss did not improve from 0.00010
1667/1667 [==============================] - 10s 6ms/step - loss: 9.6385e-05 - mean_squared_error: 9.6385e-05 - val_loss: 2.1087e-05 - val_mean_squared_error: 2.1087e-05
Epoch 35/500
1665/1667 [============================>.] - ETA: 0s - loss: 9.3547e-05 - mean_squared_error: 9.3547e-05
Epoch 00035: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/57\35-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 9.3529e-05 - mean_squared_error: 9.3529e-05 - val_loss: 2.3244e-05 - val_mean_squared_error: 2.3244e-05
Epoch 36/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.7946e-05 - mean_squared_error: 9.7946e-05
Epoch 00036: loss did not improve from 0.00009
1667/1667 [==============================] - 11s 6ms/step - loss: 9.7926e-05 - mean_squared_error: 9.7926e-05 - val_loss: 2.8997e-05 - val_mean_squared_error: 2.8997e-05
Epoch 37/500
1665/1667 [============================>.] - ETA: 0s - loss: 9.6215e-05 - mean_squared_error: 9.6215e-05
Epoch 00037: loss did not improve from 0.00009
1667/1667 [==============================] - 14s 9ms/step - loss: 9.6165e-05 - mean_squared_error: 9.6165e-05 - val_loss: 2.3365e-05 - val_mean_squared_error: 2.3365e-05
Epoch 38/500
1665/1667 [============================>.] - ETA: 0s - loss: 9.5247e-05 - mean_squared_error: 9.5247e-05
Epoch 00038: loss did not improve from 0.00009
1667/1667 [==============================] - 16s 9ms/step - loss: 9.5174e-05 - mean_squared_error: 9.5174e-05 - val_loss: 3.1497e-05 - val_mean_squared_error: 3.1497e-05
Epoch 39/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.1586e-05 - mean_squared_error: 9.1586e-05
Epoch 00039: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/57\39-0.0000.hdf5
1667/1667 [==============================] - 12s 7ms/step - loss: 9.1570e-05 - mean_squared_error: 9.1570e-05 - val_loss: 2.1279e-05 - val_mean_squared_error: 2.1279e-05
Epoch 40/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.3196e-05 - mean_squared_error: 9.3196e-05
Epoch 00040: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 9.3171e-05 - mean_squared_error: 9.3171e-05 - val_loss: 2.1840e-05 - val_mean_squared_error: 2.1840e-05
Epoch 41/500
1662/1667 [============================>.] - ETA: 0s - loss: 1.0201e-04 - mean_squared_error: 1.0201e-04
Epoch 00041: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 1.0180e-04 - mean_squared_error: 1.0180e-04 - val_loss: 2.0478e-05 - val_mean_squared_error: 2.0478e-05
Epoch 42/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.4722e-05 - mean_squared_error: 9.4722e-05
Epoch 00042: loss did not improve from 0.00009
1667/1667 [==============================] - 9s 5ms/step - loss: 9.4697e-05 - mean_squared_error: 9.4697e-05 - val_loss: 2.2171e-05 - val_mean_squared_error: 2.2171e-05
Epoch 43/500
1659/1667 [============================>.] - ETA: 0s - loss: 9.5465e-05 - mean_squared_error: 9.5465e-05
Epoch 00043: loss did not improve from 0.00009
1667/1667 [==============================] - 8s 5ms/step - loss: 9.5062e-05 - mean_squared_error: 9.5062e-05 - val_loss: 2.0734e-05 - val_mean_squared_error: 2.0734e-05
Epoch 44/500
1666/1667 [============================>.] - ETA: 0s - loss: 8.9535e-05 - mean_squared_error: 8.9535e-05
Epoch 00044: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/57\44-0.0000.hdf5
1667/1667 [==============================] - 9s 5ms/step - loss: 8.9512e-05 - mean_squared_error: 8.9512e-05 - val_loss: 2.1179e-05 - val_mean_squared_error: 2.1179e-05
Epoch 45/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.3769e-05 - mean_squared_error: 9.3769e-05
Epoch 00045: loss did not improve from 0.00009
1667/1667 [==============================] - 9s 5ms/step - loss: 9.3584e-05 - mean_squared_error: 9.3584e-05 - val_loss: 2.2594e-05 - val_mean_squared_error: 2.2594e-05
Epoch 46/500
1666/1667 [============================>.] - ETA: 0s - loss: 9.2543e-05 - mean_squared_error: 9.2543e-05
Epoch 00046: loss did not improve from 0.00009
1667/1667 [==============================] - 9s 5ms/step - loss: 9.2521e-05 - mean_squared_error: 9.2521e-05 - val_loss: 2.6714e-05 - val_mean_squared_error: 2.6714e-05
Epoch 47/500
1659/1667 [============================>.] - ETA: 0s - loss: 9.0272e-05 - mean_squared_error: 9.0272e-05
Epoch 00047: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 8.9878e-05 - mean_squared_error: 8.9878e-05 - val_loss: 2.1169e-05 - val_mean_squared_error: 2.1169e-05
Epoch 48/500
1663/1667 [============================>.] - ETA: 0s - loss: 9.2914e-05 - mean_squared_error: 9.2914e-05
Epoch 00048: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 9.2938e-05 - mean_squared_error: 9.2938e-05 - val_loss: 2.1178e-05 - val_mean_squared_error: 2.1178e-05
Epoch 49/500
1661/1667 [============================>.] - ETA: 0s - loss: 8.7573e-05 - mean_squared_error: 8.7573e-05
Epoch 00049: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/57\49-0.0000.hdf5
1667/1667 [==============================] - 10s 6ms/step - loss: 8.7921e-05 - mean_squared_error: 8.7921e-05 - val_loss: 2.1746e-05 - val_mean_squared_error: 2.1746e-05
Epoch 50/500
1666/1667 [============================>.] - ETA: 0s - loss: 8.9221e-05 - mean_squared_error: 8.9221e-05
Epoch 00050: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 8.9199e-05 - mean_squared_error: 8.9199e-05 - val_loss: 2.2813e-05 - val_mean_squared_error: 2.2813e-05
Epoch 51/500
1662/1667 [============================>.] - ETA: 0s - loss: 9.1058e-05 - mean_squared_error: 9.1058e-05
Epoch 00051: loss did not improve from 0.00009
1667/1667 [==============================] - 11s 6ms/step - loss: 9.0820e-05 - mean_squared_error: 9.0820e-05 - val_loss: 2.3871e-05 - val_mean_squared_error: 2.3871e-05
Epoch 52/500
1666/1667 [============================>.] - ETA: 0s - loss: 8.8331e-05 - mean_squared_error: 8.8331e-05
Epoch 00052: loss did not improve from 0.00009
1667/1667 [==============================] - 13s 8ms/step - loss: 8.8307e-05 - mean_squared_error: 8.8307e-05 - val_loss: 1.9835e-05 - val_mean_squared_error: 1.9835e-05
Epoch 53/500
1662/1667 [============================>.] - ETA: 0s - loss: 8.8643e-05 - mean_squared_error: 8.8643e-05
Epoch 00053: loss did not improve from 0.00009
1667/1667 [==============================] - 12s 7ms/step - loss: 8.9752e-05 - mean_squared_error: 8.9752e-05 - val_loss: 3.2686e-05 - val_mean_squared_error: 3.2686e-05
Epoch 54/500
1662/1667 [============================>.] - ETA: 0s - loss: 8.9830e-05 - mean_squared_error: 8.9830e-05
Epoch 00054: loss did not improve from 0.00009
1667/1667 [==============================] - 10s 6ms/step - loss: 8.9989e-05 - mean_squared_error: 8.9989e-05 - val_loss: 2.1189e-05 - val_mean_squared_error: 2.1189e-05
Epoch 00054: early stopping
Epoch 1/500
938/946 [============================>.] - ETA: 0s - loss: 7.6904e-05 - mean_squared_error: 7.6904e-05
Epoch 00001: loss improved from inf to 0.00008, saving model to ./model_LSTM/58\01-0.0003.hdf5
946/946 [==============================] - 6s 6ms/step - loss: 7.6461e-05 - mean_squared_error: 7.6461e-05 - val_loss: 2.5828e-04 - val_mean_squared_error: 2.5828e-04
Epoch 2/500
937/946 [============================>.] - ETA: 0s - loss: 6.1530e-05 - mean_squared_error: 6.1530e-05
Epoch 00002: loss improved from 0.00008 to 0.00006, saving model to ./model_LSTM/58\02-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 6.1552e-05 - mean_squared_error: 6.1552e-05 - val_loss: 1.9831e-04 - val_mean_squared_error: 1.9831e-04
Epoch 3/500
942/946 [============================>.] - ETA: 0s - loss: 6.0489e-05 - mean_squared_error: 6.0489e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/58\03-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 6.1059e-05 - mean_squared_error: 6.1059e-05 - val_loss: 1.9823e-04 - val_mean_squared_error: 1.9823e-04
Epoch 4/500
939/946 [============================>.] - ETA: 0s - loss: 5.5362e-05 - mean_squared_error: 5.5362e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/58\04-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 5.5537e-05 - mean_squared_error: 5.5537e-05 - val_loss: 2.4804e-04 - val_mean_squared_error: 2.4804e-04
Epoch 5/500
940/946 [============================>.] - ETA: 0s - loss: 5.1882e-05 - mean_squared_error: 5.1882e-05
Epoch 00005: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/58\05-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 5.1646e-05 - mean_squared_error: 5.1646e-05 - val_loss: 2.3593e-04 - val_mean_squared_error: 2.3593e-04
Epoch 6/500
946/946 [==============================] - ETA: 0s - loss: 5.0162e-05 - mean_squared_error: 5.0162e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\06-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 5.0162e-05 - mean_squared_error: 5.0162e-05 - val_loss: 1.7353e-04 - val_mean_squared_error: 1.7353e-04
Epoch 7/500
936/946 [============================>.] - ETA: 0s - loss: 4.8904e-05 - mean_squared_error: 4.8904e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\07-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.8947e-05 - mean_squared_error: 4.8947e-05 - val_loss: 1.7139e-04 - val_mean_squared_error: 1.7139e-04
Epoch 8/500
944/946 [============================>.] - ETA: 0s - loss: 4.7325e-05 - mean_squared_error: 4.7325e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\08-0.0001.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.7258e-05 - mean_squared_error: 4.7258e-05 - val_loss: 1.4193e-04 - val_mean_squared_error: 1.4193e-04
Epoch 9/500
942/946 [============================>.] - ETA: 0s - loss: 4.5941e-05 - mean_squared_error: 4.5941e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\09-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.5976e-05 - mean_squared_error: 4.5976e-05 - val_loss: 2.1930e-04 - val_mean_squared_error: 2.1930e-04
Epoch 10/500
939/946 [============================>.] - ETA: 0s - loss: 4.5276e-05 - mean_squared_error: 4.5276e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/58\10-0.0003.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.5065e-05 - mean_squared_error: 4.5065e-05 - val_loss: 2.6132e-04 - val_mean_squared_error: 2.6132e-04
Epoch 11/500
940/946 [============================>.] - ETA: 0s - loss: 4.4391e-05 - mean_squared_error: 4.4391e-05
Epoch 00011: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/58\11-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.4368e-05 - mean_squared_error: 4.4368e-05 - val_loss: 2.2716e-04 - val_mean_squared_error: 2.2716e-04
Epoch 12/500
940/946 [============================>.] - ETA: 0s - loss: 4.4640e-05 - mean_squared_error: 4.4640e-05
Epoch 00012: loss did not improve from 0.00004
946/946 [==============================] - 5s 5ms/step - loss: 4.4474e-05 - mean_squared_error: 4.4474e-05 - val_loss: 2.1253e-04 - val_mean_squared_error: 2.1253e-04
Epoch 13/500
939/946 [============================>.] - ETA: 0s - loss: 4.3006e-05 - mean_squared_error: 4.3006e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\13-0.0002.hdf5
946/946 [==============================] - 5s 5ms/step - loss: 4.2853e-05 - mean_squared_error: 4.2853e-05 - val_loss: 2.2031e-04 - val_mean_squared_error: 2.2031e-04
Epoch 14/500
946/946 [==============================] - ETA: 0s - loss: 4.2151e-05 - mean_squared_error: 4.2151e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\14-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 4.2151e-05 - mean_squared_error: 4.2151e-05 - val_loss: 2.4712e-04 - val_mean_squared_error: 2.4712e-04
Epoch 15/500
945/946 [============================>.] - ETA: 0s - loss: 4.4133e-05 - mean_squared_error: 4.4133e-05
Epoch 00015: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.4121e-05 - mean_squared_error: 4.4121e-05 - val_loss: 2.0216e-04 - val_mean_squared_error: 2.0216e-04
Epoch 16/500
945/946 [============================>.] - ETA: 0s - loss: 4.1259e-05 - mean_squared_error: 4.1259e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\16-0.0002.hdf5
946/946 [==============================] - 6s 6ms/step - loss: 4.1249e-05 - mean_squared_error: 4.1249e-05 - val_loss: 2.2201e-04 - val_mean_squared_error: 2.2201e-04
Epoch 17/500
942/946 [============================>.] - ETA: 0s - loss: 4.0866e-05 - mean_squared_error: 4.0866e-05
Epoch 00017: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\17-0.0002.hdf5
946/946 [==============================] - 5s 6ms/step - loss: 4.0827e-05 - mean_squared_error: 4.0827e-05 - val_loss: 1.8435e-04 - val_mean_squared_error: 1.8435e-04
Epoch 18/500
937/946 [============================>.] - ETA: 0s - loss: 4.1529e-05 - mean_squared_error: 4.1529e-05
Epoch 00018: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.1366e-05 - mean_squared_error: 4.1366e-05 - val_loss: 2.1896e-04 - val_mean_squared_error: 2.1896e-04
Epoch 19/500
942/946 [============================>.] - ETA: 0s - loss: 4.0448e-05 - mean_squared_error: 4.0448e-05
Epoch 00019: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\19-0.0003.hdf5
946/946 [==============================] - 6s 6ms/step - loss: 4.0326e-05 - mean_squared_error: 4.0326e-05 - val_loss: 2.7083e-04 - val_mean_squared_error: 2.7083e-04
Epoch 20/500
942/946 [============================>.] - ETA: 0s - loss: 4.2538e-05 - mean_squared_error: 4.2538e-05
Epoch 00020: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.2411e-05 - mean_squared_error: 4.2411e-05 - val_loss: 1.8157e-04 - val_mean_squared_error: 1.8157e-04
Epoch 21/500
939/946 [============================>.] - ETA: 0s - loss: 4.0294e-05 - mean_squared_error: 4.0294e-05
Epoch 00021: loss did not improve from 0.00004
946/946 [==============================] - 6s 6ms/step - loss: 4.0482e-05 - mean_squared_error: 4.0482e-05 - val_loss: 1.5481e-04 - val_mean_squared_error: 1.5481e-04
Epoch 22/500
943/946 [============================>.] - ETA: 0s - loss: 4.3780e-05 - mean_squared_error: 4.3780e-05
Epoch 00022: loss did not improve from 0.00004
946/946 [==============================] - 6s 7ms/step - loss: 4.3677e-05 - mean_squared_error: 4.3677e-05 - val_loss: 1.4964e-04 - val_mean_squared_error: 1.4964e-04
Epoch 23/500
941/946 [============================>.] - ETA: 0s - loss: 3.9455e-05 - mean_squared_error: 3.9455e-05
Epoch 00023: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\23-0.0002.hdf5
946/946 [==============================] - 7s 7ms/step - loss: 3.9836e-05 - mean_squared_error: 3.9836e-05 - val_loss: 1.7671e-04 - val_mean_squared_error: 1.7671e-04
Epoch 24/500
940/946 [============================>.] - ETA: 0s - loss: 3.8819e-05 - mean_squared_error: 3.8819e-05
Epoch 00024: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\24-0.0002.hdf5
946/946 [==============================] - 7s 8ms/step - loss: 3.8672e-05 - mean_squared_error: 3.8672e-05 - val_loss: 1.6684e-04 - val_mean_squared_error: 1.6684e-04
Epoch 25/500
939/946 [============================>.] - ETA: 0s - loss: 3.9485e-05 - mean_squared_error: 3.9485e-05
Epoch 00025: loss did not improve from 0.00004
946/946 [==============================] - 7s 7ms/step - loss: 3.9402e-05 - mean_squared_error: 3.9402e-05 - val_loss: 1.7967e-04 - val_mean_squared_error: 1.7967e-04
Epoch 26/500
939/946 [============================>.] - ETA: 0s - loss: 3.7047e-05 - mean_squared_error: 3.7047e-05
Epoch 00026: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/58\26-0.0002.hdf5
946/946 [==============================] - 6s 7ms/step - loss: 3.7019e-05 - mean_squared_error: 3.7019e-05 - val_loss: 1.8680e-04 - val_mean_squared_error: 1.8680e-04
Epoch 27/500
942/946 [============================>.] - ETA: 0s - loss: 4.0148e-05 - mean_squared_error: 4.0148e-05
Epoch 00027: loss did not improve from 0.00004
946/946 [==============================] - 6s 7ms/step - loss: 4.0047e-05 - mean_squared_error: 4.0047e-05 - val_loss: 1.6288e-04 - val_mean_squared_error: 1.6288e-04
Epoch 28/500
940/946 [============================>.] - ETA: 0s - loss: 3.8875e-05 - mean_squared_error: 3.8875e-05
Epoch 00028: loss did not improve from 0.00004
946/946 [==============================] - 5s 6ms/step - loss: 3.8693e-05 - mean_squared_error: 3.8693e-05 - val_loss: 2.0068e-04 - val_mean_squared_error: 2.0068e-04
Epoch 29/500
945/946 [============================>.] - ETA: 0s - loss: 3.8910e-05 - mean_squared_error: 3.8910e-05
Epoch 00029: loss did not improve from 0.00004
946/946 [==============================] - 5s 6ms/step - loss: 3.8888e-05 - mean_squared_error: 3.8888e-05 - val_loss: 1.7864e-04 - val_mean_squared_error: 1.7864e-04
Epoch 30/500
942/946 [============================>.] - ETA: 0s - loss: 3.8489e-05 - mean_squared_error: 3.8489e-05
Epoch 00030: loss did not improve from 0.00004
946/946 [==============================] - 5s 6ms/step - loss: 3.8367e-05 - mean_squared_error: 3.8367e-05 - val_loss: 2.0599e-04 - val_mean_squared_error: 2.0599e-04
Epoch 31/500
942/946 [============================>.] - ETA: 0s - loss: 3.8776e-05 - mean_squared_error: 3.8776e-05
Epoch 00031: loss did not improve from 0.00004
946/946 [==============================] - 5s 5ms/step - loss: 3.8682e-05 - mean_squared_error: 3.8682e-05 - val_loss: 1.8665e-04 - val_mean_squared_error: 1.8665e-04
Epoch 00031: early stopping
Epoch 1/500
2140/2149 [============================>.] - ETA: 0s - loss: 2.5825e-04 - mean_squared_error: 2.5825e-04
Epoch 00001: loss improved from inf to 0.00026, saving model to ./model_LSTM/59\01-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 2.5781e-04 - mean_squared_error: 2.5781e-04 - val_loss: 1.3003e-04 - val_mean_squared_error: 1.3003e-04
Epoch 2/500
2149/2149 [==============================] - ETA: 0s - loss: 1.8309e-04 - mean_squared_error: 1.8309e-04
Epoch 00002: loss improved from 0.00026 to 0.00018, saving model to ./model_LSTM/59\02-0.0001.hdf5
2149/2149 [==============================] - 12s 5ms/step - loss: 1.8309e-04 - mean_squared_error: 1.8309e-04 - val_loss: 9.9205e-05 - val_mean_squared_error: 9.9205e-05
Epoch 3/500
2140/2149 [============================>.] - ETA: 0s - loss: 1.7432e-04 - mean_squared_error: 1.7432e-04
Epoch 00003: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/59\03-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.7381e-04 - mean_squared_error: 1.7381e-04 - val_loss: 9.7435e-05 - val_mean_squared_error: 9.7435e-05
Epoch 4/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.7231e-04 - mean_squared_error: 1.7231e-04
Epoch 00004: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/59\04-0.0001.hdf5
2149/2149 [==============================] - 12s 5ms/step - loss: 1.7217e-04 - mean_squared_error: 1.7217e-04 - val_loss: 8.5614e-05 - val_mean_squared_error: 8.5614e-05
Epoch 5/500
2141/2149 [============================>.] - ETA: 0s - loss: 1.6733e-04 - mean_squared_error: 1.6733e-04
Epoch 00005: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/59\05-0.0001.hdf5
2149/2149 [==============================] - 13s 6ms/step - loss: 1.6688e-04 - mean_squared_error: 1.6688e-04 - val_loss: 8.8180e-05 - val_mean_squared_error: 8.8180e-05
Epoch 6/500
2139/2149 [============================>.] - ETA: 0s - loss: 1.6388e-04 - mean_squared_error: 1.6388e-04
Epoch 00006: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/59\06-0.0001.hdf5
2149/2149 [==============================] - 12s 6ms/step - loss: 1.6552e-04 - mean_squared_error: 1.6552e-04 - val_loss: 1.0003e-04 - val_mean_squared_error: 1.0003e-04
Epoch 7/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.6453e-04 - mean_squared_error: 1.6453e-04
Epoch 00007: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/59\07-0.0001.hdf5
2149/2149 [==============================] - 13s 6ms/step - loss: 1.6431e-04 - mean_squared_error: 1.6431e-04 - val_loss: 8.8214e-05 - val_mean_squared_error: 8.8214e-05
Epoch 8/500
2149/2149 [==============================] - ETA: 0s - loss: 1.6401e-04 - mean_squared_error: 1.6401e-04
Epoch 00008: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\08-0.0001.hdf5
2149/2149 [==============================] - 14s 6ms/step - loss: 1.6401e-04 - mean_squared_error: 1.6401e-04 - val_loss: 1.0460e-04 - val_mean_squared_error: 1.0460e-04
Epoch 9/500
2144/2149 [============================>.] - ETA: 0s - loss: 1.6205e-04 - mean_squared_error: 1.6205e-04 ETA: 0s - loss: 1.5663e-04 - mean_squ
Epoch 00009: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\09-0.0001.hdf5
2149/2149 [==============================] - 14s 7ms/step - loss: 1.6198e-04 - mean_squared_error: 1.6198e-04 - val_loss: 8.5662e-05 - val_mean_squared_error: 8.5662e-05
Epoch 10/500
2142/2149 [============================>.] - ETA: 0s - loss: 1.6175e-04 - mean_squared_error: 1.6175e-04
Epoch 00010: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\10-0.0001.hdf5
2149/2149 [==============================] - 12s 6ms/step - loss: 1.6141e-04 - mean_squared_error: 1.6141e-04 - val_loss: 9.1990e-05 - val_mean_squared_error: 9.1990e-05
Epoch 11/500
2147/2149 [============================>.] - ETA: 0s - loss: 1.6142e-04 - mean_squared_error: 1.6142e-04
Epoch 00011: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\11-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.6132e-04 - mean_squared_error: 1.6132e-04 - val_loss: 8.6544e-05 - val_mean_squared_error: 8.6544e-05
Epoch 12/500
2149/2149 [==============================] - ETA: 0s - loss: 1.6171e-04 - mean_squared_error: 1.6171e-04
Epoch 00012: loss did not improve from 0.00016
2149/2149 [==============================] - 10s 5ms/step - loss: 1.6171e-04 - mean_squared_error: 1.6171e-04 - val_loss: 8.7766e-05 - val_mean_squared_error: 8.7766e-05
Epoch 13/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.5862e-04 - mean_squared_error: 1.5862e-04
Epoch 00013: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\13-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5836e-04 - mean_squared_error: 1.5836e-04 - val_loss: 8.6385e-05 - val_mean_squared_error: 8.6385e-05
Epoch 14/500
2147/2149 [============================>.] - ETA: 0s - loss: 1.6023e-04 - mean_squared_error: 1.6023e-04
Epoch 00014: loss did not improve from 0.00016
2149/2149 [==============================] - 10s 5ms/step - loss: 1.6014e-04 - mean_squared_error: 1.6014e-04 - val_loss: 8.6896e-05 - val_mean_squared_error: 8.6896e-05
Epoch 15/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.5690e-04 - mean_squared_error: 1.5690e-04
Epoch 00015: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\15-0.0001.hdf5
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5757e-04 - mean_squared_error: 1.5757e-04 - val_loss: 9.3984e-05 - val_mean_squared_error: 9.3984e-05
Epoch 16/500
2147/2149 [============================>.] - ETA: 0s - loss: 1.5885e-04 - mean_squared_error: 1.5885e-04
Epoch 00016: loss did not improve from 0.00016
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5876e-04 - mean_squared_error: 1.5876e-04 - val_loss: 8.4825e-05 - val_mean_squared_error: 8.4825e-05
Epoch 17/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.5752e-04 - mean_squared_error: 1.5752e-04
Epoch 00017: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\17-0.0001.hdf5
2149/2149 [==============================] - 12s 5ms/step - loss: 1.5738e-04 - mean_squared_error: 1.5738e-04 - val_loss: 9.3191e-05 - val_mean_squared_error: 9.3191e-05
Epoch 18/500
2145/2149 [============================>.] - ETA: 0s - loss: 1.5674e-04 - mean_squared_error: 1.5674e-04
Epoch 00018: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/59\18-0.0001.hdf5
2149/2149 [==============================] - 12s 6ms/step - loss: 1.5678e-04 - mean_squared_error: 1.5678e-04 - val_loss: 9.0555e-05 - val_mean_squared_error: 9.0555e-05
Epoch 19/500
2146/2149 [============================>.] - ETA: 0s - loss: 1.5805e-04 - mean_squared_error: 1.5805e-04
Epoch 00019: loss did not improve from 0.00016
2149/2149 [==============================] - 13s 6ms/step - loss: 1.5790e-04 - mean_squared_error: 1.5790e-04 - val_loss: 8.7279e-05 - val_mean_squared_error: 8.7279e-05
Epoch 20/500
2149/2149 [==============================] - ETA: 0s - loss: 1.5384e-04 - mean_squared_error: 1.5384e-04
Epoch 00020: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/59\20-0.0001.hdf5
2149/2149 [==============================] - 15s 7ms/step - loss: 1.5384e-04 - mean_squared_error: 1.5384e-04 - val_loss: 9.6677e-05 - val_mean_squared_error: 9.6677e-05
Epoch 21/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.5334e-04 - mean_squared_error: 1.5334e-04
Epoch 00021: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/59\21-0.0001.hdf5
2149/2149 [==============================] - 13s 6ms/step - loss: 1.5312e-04 - mean_squared_error: 1.5312e-04 - val_loss: 8.7215e-05 - val_mean_squared_error: 8.7215e-05
Epoch 22/500
2144/2149 [============================>.] - ETA: 0s - loss: 1.4921e-04 - mean_squared_error: 1.4921e-04
Epoch 00022: loss did not improve from 0.00015
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5322e-04 - mean_squared_error: 1.5322e-04 - val_loss: 9.1852e-05 - val_mean_squared_error: 9.1852e-05
Epoch 23/500
2142/2149 [============================>.] - ETA: 0s - loss: 1.5395e-04 - mean_squared_error: 1.5395e-04
Epoch 00023: loss did not improve from 0.00015
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5371e-04 - mean_squared_error: 1.5371e-04 - val_loss: 8.5658e-05 - val_mean_squared_error: 8.5658e-05
Epoch 24/500
2140/2149 [============================>.] - ETA: 0s - loss: 1.5469e-04 - mean_squared_error: 1.5469e-04
Epoch 00024: loss did not improve from 0.00015
2149/2149 [==============================] - 10s 5ms/step - loss: 1.5435e-04 - mean_squared_error: 1.5435e-04 - val_loss: 1.0048e-04 - val_mean_squared_error: 1.0048e-04
Epoch 25/500
2146/2149 [============================>.] - ETA: 0s - loss: 1.5322e-04 - mean_squared_error: 1.5322e-04
Epoch 00025: loss did not improve from 0.00015
2149/2149 [==============================] - 10s 5ms/step - loss: 1.5312e-04 - mean_squared_error: 1.5312e-04 - val_loss: 8.9359e-05 - val_mean_squared_error: 8.9359e-05
Epoch 26/500
2143/2149 [============================>.] - ETA: 0s - loss: 1.5332e-04 - mean_squared_error: 1.5332e-04
Epoch 00026: loss did not improve from 0.00015
2149/2149 [==============================] - 11s 5ms/step - loss: 1.5365e-04 - mean_squared_error: 1.5365e-04 - val_loss: 9.6123e-05 - val_mean_squared_error: 9.6123e-05
Epoch 00026: early stopping
Epoch 1/500
1392/1401 [============================>.] - ETA: 0s - loss: 1.8427e-04 - mean_squared_error: 1.8427e-04
Epoch 00001: loss improved from inf to 0.00018, saving model to ./model_LSTM/60\01-0.0006.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.8346e-04 - mean_squared_error: 1.8346e-04 - val_loss: 5.5195e-04 - val_mean_squared_error: 5.5195e-04
Epoch 2/500
1390/1401 [============================>.] - ETA: 0s - loss: 1.5268e-04 - mean_squared_error: 1.5268e-04
Epoch 00002: loss improved from 0.00018 to 0.00015, saving model to ./model_LSTM/60\02-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.5369e-04 - mean_squared_error: 1.5369e-04 - val_loss: 5.4355e-04 - val_mean_squared_error: 5.4355e-04
Epoch 3/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.6918e-04 - mean_squared_error: 1.6918e-04
Epoch 00003: loss did not improve from 0.00015
1401/1401 [==============================] - 7s 5ms/step - loss: 1.6910e-04 - mean_squared_error: 1.6910e-04 - val_loss: 5.2765e-04 - val_mean_squared_error: 5.2765e-04
Epoch 4/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.5187e-04 - mean_squared_error: 1.5187e-04
Epoch 00004: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\04-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.5181e-04 - mean_squared_error: 1.5181e-04 - val_loss: 5.3788e-04 - val_mean_squared_error: 5.3788e-04
Epoch 5/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.5026e-04 - mean_squared_error: 1.5026e-04
Epoch 00005: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\05-0.0005.hdf5
1401/1401 [==============================] - 8s 5ms/step - loss: 1.5021e-04 - mean_squared_error: 1.5021e-04 - val_loss: 4.9447e-04 - val_mean_squared_error: 4.9447e-04
Epoch 6/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4919e-04 - mean_squared_error: 1.4919e-04
Epoch 00006: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\06-0.0005.hdf5
1401/1401 [==============================] - 8s 6ms/step - loss: 1.4946e-04 - mean_squared_error: 1.4946e-04 - val_loss: 5.4375e-04 - val_mean_squared_error: 5.4375e-04
Epoch 7/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4787e-04 - mean_squared_error: 1.4787e-04
Epoch 00007: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\07-0.0006.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4771e-04 - mean_squared_error: 1.4771e-04 - val_loss: 5.6730e-04 - val_mean_squared_error: 5.6730e-04
Epoch 8/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.4917e-04 - mean_squared_error: 1.4917e-04
Epoch 00008: loss did not improve from 0.00015
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4893e-04 - mean_squared_error: 1.4893e-04 - val_loss: 5.3995e-04 - val_mean_squared_error: 5.3995e-04
Epoch 9/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4735e-04 - mean_squared_error: 1.4735e-04
Epoch 00009: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\09-0.0005.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4664e-04 - mean_squared_error: 1.4664e-04 - val_loss: 5.2900e-04 - val_mean_squared_error: 5.2900e-04
Epoch 10/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4561e-04 - mean_squared_error: 1.4561e-04
Epoch 00010: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\10-0.0006.hdf5
1401/1401 [==============================] - 10s 7ms/step - loss: 1.4641e-04 - mean_squared_error: 1.4641e-04 - val_loss: 5.9001e-04 - val_mean_squared_error: 5.9001e-04
Epoch 11/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.4634e-04 - mean_squared_error: 1.4634e-04
Epoch 00011: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/60\11-0.0006.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.4607e-04 - mean_squared_error: 1.4607e-04 - val_loss: 5.9898e-04 - val_mean_squared_error: 5.9898e-04
Epoch 12/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4737e-04 - mean_squared_error: 1.4737e-04
Epoch 00012: loss did not improve from 0.00015
1401/1401 [==============================] - 8s 6ms/step - loss: 1.4673e-04 - mean_squared_error: 1.4673e-04 - val_loss: 5.1232e-04 - val_mean_squared_error: 5.1232e-04
Epoch 13/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.4630e-04 - mean_squared_error: 1.4630e-04
Epoch 00013: loss did not improve from 0.00015
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4625e-04 - mean_squared_error: 1.4625e-04 - val_loss: 5.1577e-04 - val_mean_squared_error: 5.1577e-04
Epoch 14/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4526e-04 - mean_squared_error: 1.4526e-04
Epoch 00014: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/60\14-0.0006.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4451e-04 - mean_squared_error: 1.4451e-04 - val_loss: 5.5104e-04 - val_mean_squared_error: 5.5104e-04
Epoch 15/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.5149e-04 - mean_squared_error: 1.5149e-04
Epoch 00015: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.5133e-04 - mean_squared_error: 1.5133e-04 - val_loss: 5.2391e-04 - val_mean_squared_error: 5.2391e-04
Epoch 16/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.4659e-04 - mean_squared_error: 1.4659e-04
Epoch 00016: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4639e-04 - mean_squared_error: 1.4639e-04 - val_loss: 5.2256e-04 - val_mean_squared_error: 5.2256e-04
Epoch 17/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.4450e-04 - mean_squared_error: 1.4450e-04
Epoch 00017: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\17-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4406e-04 - mean_squared_error: 1.4406e-04 - val_loss: 5.1377e-04 - val_mean_squared_error: 5.1377e-04
Epoch 18/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4180e-04 - mean_squared_error: 1.4180e-04
Epoch 00018: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\18-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4165e-04 - mean_squared_error: 1.4165e-04 - val_loss: 5.4844e-04 - val_mean_squared_error: 5.4844e-04
Epoch 19/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.4500e-04 - mean_squared_error: 1.4500e-04
Epoch 00019: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4439e-04 - mean_squared_error: 1.4439e-04 - val_loss: 5.4134e-04 - val_mean_squared_error: 5.4134e-04
Epoch 20/500
1399/1401 [============================>.] - ETA: 0s - loss: 1.4407e-04 - mean_squared_error: 1.4407e-04
Epoch 00020: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4391e-04 - mean_squared_error: 1.4391e-04 - val_loss: 5.3041e-04 - val_mean_squared_error: 5.3041e-04
Epoch 21/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.4072e-04 - mean_squared_error: 1.4072e-04
Epoch 00021: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\21-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4024e-04 - mean_squared_error: 1.4024e-04 - val_loss: 5.0178e-04 - val_mean_squared_error: 5.0178e-04
Epoch 22/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.4075e-04 - mean_squared_error: 1.4075e-04
Epoch 00022: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\22-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.4024e-04 - mean_squared_error: 1.4024e-04 - val_loss: 5.3307e-04 - val_mean_squared_error: 5.3307e-04
Epoch 23/500
1400/1401 [============================>.] - ETA: 0s - loss: 1.3676e-04 - mean_squared_error: 1.3676e-04
Epoch 00023: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/60\23-0.0005.hdf5
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3671e-04 - mean_squared_error: 1.3671e-04 - val_loss: 5.2983e-04 - val_mean_squared_error: 5.2983e-04
Epoch 24/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.3981e-04 - mean_squared_error: 1.3981e-04
Epoch 00024: loss did not improve from 0.00014
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3963e-04 - mean_squared_error: 1.3963e-04 - val_loss: 5.2052e-04 - val_mean_squared_error: 5.2052e-04
Epoch 25/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.3737e-04 - mean_squared_error: 1.3737e-04
Epoch 00025: loss did not improve from 0.00014
1401/1401 [==============================] - 8s 5ms/step - loss: 1.3725e-04 - mean_squared_error: 1.3725e-04 - val_loss: 5.3190e-04 - val_mean_squared_error: 5.3190e-04
Epoch 26/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.3982e-04 - mean_squared_error: 1.3982e-04
Epoch 00026: loss did not improve from 0.00014
1401/1401 [==============================] - 8s 6ms/step - loss: 1.3928e-04 - mean_squared_error: 1.3928e-04 - val_loss: 5.2361e-04 - val_mean_squared_error: 5.2361e-04
Epoch 27/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.3429e-04 - mean_squared_error: 1.3429e-04
Epoch 00027: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/60\27-0.0005.hdf5
1401/1401 [==============================] - 9s 6ms/step - loss: 1.3369e-04 - mean_squared_error: 1.3369e-04 - val_loss: 5.0630e-04 - val_mean_squared_error: 5.0630e-04
Epoch 28/500
1401/1401 [==============================] - ETA: 0s - loss: 1.3912e-04 - mean_squared_error: 1.3912e-04
Epoch 00028: loss did not improve from 0.00013
1401/1401 [==============================] - 9s 6ms/step - loss: 1.3912e-04 - mean_squared_error: 1.3912e-04 - val_loss: 5.2237e-04 - val_mean_squared_error: 5.2237e-04
Epoch 29/500
1397/1401 [============================>.] - ETA: 0s - loss: 1.3674e-04 - mean_squared_error: 1.3674e-04
Epoch 00029: loss did not improve from 0.00013
1401/1401 [==============================] - 9s 7ms/step - loss: 1.3642e-04 - mean_squared_error: 1.3642e-04 - val_loss: 5.4214e-04 - val_mean_squared_error: 5.4214e-04
Epoch 30/500
1395/1401 [============================>.] - ETA: 0s - loss: 1.3235e-04 - mean_squared_error: 1.3235e-04
Epoch 00030: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/60\30-0.0006.hdf5
1401/1401 [==============================] - 11s 8ms/step - loss: 1.3193e-04 - mean_squared_error: 1.3193e-04 - val_loss: 5.5321e-04 - val_mean_squared_error: 5.5321e-04
Epoch 31/500
1391/1401 [============================>.] - ETA: 0s - loss: 1.3445e-04 - mean_squared_error: 1.3445e-04
Epoch 00031: loss did not improve from 0.00013
1401/1401 [==============================] - 9s 6ms/step - loss: 1.3417e-04 - mean_squared_error: 1.3417e-04 - val_loss: 5.2668e-04 - val_mean_squared_error: 5.2668e-04
Epoch 32/500
1393/1401 [============================>.] - ETA: 0s - loss: 1.4390e-04 - mean_squared_error: 1.4390e-04
Epoch 00032: loss did not improve from 0.00013
1401/1401 [==============================] - 8s 6ms/step - loss: 1.4329e-04 - mean_squared_error: 1.4329e-04 - val_loss: 5.1404e-04 - val_mean_squared_error: 5.1404e-04
Epoch 33/500
1396/1401 [============================>.] - ETA: 0s - loss: 1.3867e-04 - mean_squared_error: 1.3867e-04
Epoch 00033: loss did not improve from 0.00013
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3825e-04 - mean_squared_error: 1.3825e-04 - val_loss: 5.1505e-04 - val_mean_squared_error: 5.1505e-04
Epoch 34/500
1398/1401 [============================>.] - ETA: 0s - loss: 1.3529e-04 - mean_squared_error: 1.3529e-04
Epoch 00034: loss did not improve from 0.00013
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3506e-04 - mean_squared_error: 1.3506e-04 - val_loss: 5.3334e-04 - val_mean_squared_error: 5.3334e-04
Epoch 35/500
1394/1401 [============================>.] - ETA: 0s - loss: 1.3022e-04 - mean_squared_error: 1.3022e-04
Epoch 00035: loss did not improve from 0.00013
1401/1401 [==============================] - 7s 5ms/step - loss: 1.3329e-04 - mean_squared_error: 1.3329e-04 - val_loss: 5.2607e-04 - val_mean_squared_error: 5.2607e-04
Epoch 00035: early stopping
Epoch 1/500
2192/2203 [============================>.] - ETA: 0s - loss: 5.2826e-05 - mean_squared_error: 5.2826e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/61\01-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 5.2833e-05 - mean_squared_error: 5.2833e-05 - val_loss: 8.0716e-06 - val_mean_squared_error: 8.0716e-06
Epoch 2/500
2198/2203 [============================>.] - ETA: 0s - loss: 4.6030e-05 - mean_squared_error: 4.6030e-05
Epoch 00002: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/61\02-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 4.5986e-05 - mean_squared_error: 4.5986e-05 - val_loss: 8.4520e-06 - val_mean_squared_error: 8.4520e-06
Epoch 3/500
2202/2203 [============================>.] - ETA: 0s - loss: 4.2901e-05 - mean_squared_error: 4.2901e-05
Epoch 00003: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/61\03-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 4.2890e-05 - mean_squared_error: 4.2890e-05 - val_loss: 8.2161e-06 - val_mean_squared_error: 8.2161e-06
Epoch 4/500
2198/2203 [============================>.] - ETA: 0s - loss: 4.2870e-05 - mean_squared_error: 4.2870e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\04-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 4.2780e-05 - mean_squared_error: 4.2780e-05 - val_loss: 9.1419e-06 - val_mean_squared_error: 9.1419e-06
Epoch 5/500
2196/2203 [============================>.] - ETA: 0s - loss: 5.5463e-05 - mean_squared_error: 5.5463e-05
Epoch 00005: loss did not improve from 0.00004
2203/2203 [==============================] - 11s 5ms/step - loss: 5.5311e-05 - mean_squared_error: 5.5311e-05 - val_loss: 8.6676e-06 - val_mean_squared_error: 8.6676e-06
Epoch 6/500
2195/2203 [============================>.] - ETA: 0s - loss: 4.3281e-05 - mean_squared_error: 4.3281e-05
Epoch 00006: loss did not improve from 0.00004
2203/2203 [==============================] - 12s 5ms/step - loss: 4.3175e-05 - mean_squared_error: 4.3175e-05 - val_loss: 8.5730e-06 - val_mean_squared_error: 8.5730e-06
Epoch 7/500
2197/2203 [============================>.] - ETA: 0s - loss: 4.1794e-05 - mean_squared_error: 4.1794e-05
Epoch 00007: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\07-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 4.1913e-05 - mean_squared_error: 4.1913e-05 - val_loss: 8.9358e-06 - val_mean_squared_error: 8.9358e-06
Epoch 8/500
2201/2203 [============================>.] - ETA: 0s - loss: 4.1858e-05 - mean_squared_error: 4.1858e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\08-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 4.1827e-05 - mean_squared_error: 4.1827e-05 - val_loss: 9.3998e-06 - val_mean_squared_error: 9.3998e-06
Epoch 9/500
2198/2203 [============================>.] - ETA: 0s - loss: 4.3181e-05 - mean_squared_error: 4.3181e-05
Epoch 00009: loss did not improve from 0.00004
2203/2203 [==============================] - 15s 7ms/step - loss: 4.3094e-05 - mean_squared_error: 4.3094e-05 - val_loss: 8.5352e-06 - val_mean_squared_error: 8.5352e-06
Epoch 10/500
2197/2203 [============================>.] - ETA: 0s - loss: 4.0582e-05 - mean_squared_error: 4.0582e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\10-0.0000.hdf5
2203/2203 [==============================] - 15s 7ms/step - loss: 4.0503e-05 - mean_squared_error: 4.0503e-05 - val_loss: 8.6824e-06 - val_mean_squared_error: 8.6824e-06
Epoch 11/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.9845e-05 - mean_squared_error: 3.9845e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\11-0.0000.hdf5
2203/2203 [==============================] - 12s 6ms/step - loss: 3.9769e-05 - mean_squared_error: 3.9769e-05 - val_loss: 9.4996e-06 - val_mean_squared_error: 9.4996e-06
Epoch 12/500
2192/2203 [============================>.] - ETA: 0s - loss: 3.8976e-05 - mean_squared_error: 3.8976e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\12-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.8965e-05 - mean_squared_error: 3.8965e-05 - val_loss: 1.2960e-05 - val_mean_squared_error: 1.2960e-05
Epoch 13/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.8287e-05 - mean_squared_error: 3.8287e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\13-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.8217e-05 - mean_squared_error: 3.8217e-05 - val_loss: 9.9477e-06 - val_mean_squared_error: 9.9477e-06
Epoch 14/500
2195/2203 [============================>.] - ETA: 0s - loss: 4.1942e-05 - mean_squared_error: 4.1942e-05
Epoch 00014: loss did not improve from 0.00004
2203/2203 [==============================] - 11s 5ms/step - loss: 4.1842e-05 - mean_squared_error: 4.1842e-05 - val_loss: 8.7817e-06 - val_mean_squared_error: 8.7817e-06
Epoch 15/500
2195/2203 [============================>.] - ETA: 0s - loss: 3.5085e-05 - mean_squared_error: 3.5085e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/61\15-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.5172e-05 - mean_squared_error: 3.5172e-05 - val_loss: 1.2845e-05 - val_mean_squared_error: 1.2845e-05
Epoch 16/500
2195/2203 [============================>.] - ETA: 0s - loss: 3.5822e-05 - mean_squared_error: 3.5822e-05
Epoch 00016: loss did not improve from 0.00004
2203/2203 [==============================] - 11s 5ms/step - loss: 3.5783e-05 - mean_squared_error: 3.5783e-05 - val_loss: 1.1428e-05 - val_mean_squared_error: 1.1428e-05
Epoch 17/500
2195/2203 [============================>.] - ETA: 0s - loss: 3.2838e-05 - mean_squared_error: 3.2838e-05
Epoch 00017: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/61\17-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 3.2862e-05 - mean_squared_error: 3.2862e-05 - val_loss: 1.2689e-05 - val_mean_squared_error: 1.2689e-05
Epoch 18/500
2196/2203 [============================>.] - ETA: 0s - loss: 3.4435e-05 - mean_squared_error: 3.4435e-05
Epoch 00018: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.4349e-05 - mean_squared_error: 3.4349e-05 - val_loss: 1.0272e-05 - val_mean_squared_error: 1.0272e-05
Epoch 19/500
2202/2203 [============================>.] - ETA: 0s - loss: 3.1432e-05 - mean_squared_error: 3.1432e-05
Epoch 00019: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\19-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 3.1423e-05 - mean_squared_error: 3.1423e-05 - val_loss: 9.3570e-06 - val_mean_squared_error: 9.3570e-06
Epoch 20/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.1610e-05 - mean_squared_error: 3.1610e-05
Epoch 00020: loss did not improve from 0.00003
2203/2203 [==============================] - 13s 6ms/step - loss: 3.1557e-05 - mean_squared_error: 3.1557e-05 - val_loss: 1.0833e-05 - val_mean_squared_error: 1.0833e-05
Epoch 21/500
2199/2203 [============================>.] - ETA: 0s - loss: 3.0013e-05 - mean_squared_error: 3.0013e-05
Epoch 00021: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\21-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 2.9968e-05 - mean_squared_error: 2.9968e-05 - val_loss: 1.0780e-05 - val_mean_squared_error: 1.0780e-05
Epoch 22/500
2196/2203 [============================>.] - ETA: 0s - loss: 3.0599e-05 - mean_squared_error: 3.0599e-05
Epoch 00022: loss did not improve from 0.00003
2203/2203 [==============================] - 15s 7ms/step - loss: 3.0515e-05 - mean_squared_error: 3.0515e-05 - val_loss: 1.2258e-05 - val_mean_squared_error: 1.2258e-05
Epoch 23/500
2202/2203 [============================>.] - ETA: 0s - loss: 3.1061e-05 - mean_squared_error: 3.1061e-05
Epoch 00023: loss did not improve from 0.00003
2203/2203 [==============================] - 13s 6ms/step - loss: 3.1053e-05 - mean_squared_error: 3.1053e-05 - val_loss: 1.1038e-05 - val_mean_squared_error: 1.1038e-05
Epoch 24/500
2197/2203 [============================>.] - ETA: 0s - loss: 3.3864e-05 - mean_squared_error: 3.3864e-05
Epoch 00024: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 5ms/step - loss: 3.3818e-05 - mean_squared_error: 3.3818e-05 - val_loss: 1.0122e-05 - val_mean_squared_error: 1.0122e-05
Epoch 25/500
2195/2203 [============================>.] - ETA: 0s - loss: 2.9691e-05 - mean_squared_error: 2.9691e-05
Epoch 00025: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\25-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.9608e-05 - mean_squared_error: 2.9608e-05 - val_loss: 1.2446e-05 - val_mean_squared_error: 1.2446e-05
Epoch 26/500
2192/2203 [============================>.] - ETA: 0s - loss: 2.8192e-05 - mean_squared_error: 2.8192e-05
Epoch 00026: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\26-0.0000.hdf5
2203/2203 [==============================] - 10s 5ms/step - loss: 2.8812e-05 - mean_squared_error: 2.8812e-05 - val_loss: 8.7144e-06 - val_mean_squared_error: 8.7144e-06
Epoch 27/500
2203/2203 [==============================] - ETA: 0s - loss: 3.0056e-05 - mean_squared_error: 3.0056e-05
Epoch 00027: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.0056e-05 - mean_squared_error: 3.0056e-05 - val_loss: 1.2273e-05 - val_mean_squared_error: 1.2273e-05
Epoch 28/500
2200/2203 [============================>.] - ETA: 0s - loss: 2.8717e-05 - mean_squared_error: 2.8717e-05
Epoch 00028: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\28-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.8683e-05 - mean_squared_error: 2.8683e-05 - val_loss: 8.2347e-06 - val_mean_squared_error: 8.2347e-06
Epoch 29/500
2195/2203 [============================>.] - ETA: 0s - loss: 2.8691e-05 - mean_squared_error: 2.8691e-05
Epoch 00029: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\29-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.8594e-05 - mean_squared_error: 2.8594e-05 - val_loss: 8.0839e-06 - val_mean_squared_error: 8.0839e-06
Epoch 30/500
2203/2203 [==============================] - ETA: 0s - loss: 2.8531e-05 - mean_squared_error: 2.8531e-05
Epoch 00030: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\30-0.0000.hdf5
2203/2203 [==============================] - 11s 5ms/step - loss: 2.8531e-05 - mean_squared_error: 2.8531e-05 - val_loss: 7.5581e-06 - val_mean_squared_error: 7.5581e-06
Epoch 31/500
2194/2203 [============================>.] - ETA: 0s - loss: 2.7787e-05 - mean_squared_error: 2.7787e-05
Epoch 00031: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\31-0.0000.hdf5
2203/2203 [==============================] - 12s 5ms/step - loss: 2.7711e-05 - mean_squared_error: 2.7711e-05 - val_loss: 7.6293e-06 - val_mean_squared_error: 7.6293e-06
Epoch 32/500
2199/2203 [============================>.] - ETA: 0s - loss: 2.8813e-05 - mean_squared_error: 2.8813e-05
Epoch 00032: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 6ms/step - loss: 2.8770e-05 - mean_squared_error: 2.8770e-05 - val_loss: 7.8760e-06 - val_mean_squared_error: 7.8760e-06
Epoch 33/500
2199/2203 [============================>.] - ETA: 0s - loss: 2.8699e-05 - mean_squared_error: 2.8699e-05
Epoch 00033: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 6ms/step - loss: 2.8675e-05 - mean_squared_error: 2.8675e-05 - val_loss: 7.3057e-06 - val_mean_squared_error: 7.3057e-06
Epoch 34/500
2202/2203 [============================>.] - ETA: 0s - loss: 2.7077e-05 - mean_squared_error: 2.7077e-05
Epoch 00034: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\34-0.0000.hdf5
2203/2203 [==============================] - 14s 6ms/step - loss: 2.7071e-05 - mean_squared_error: 2.7071e-05 - val_loss: 8.0016e-06 - val_mean_squared_error: 8.0016e-06
Epoch 35/500
2200/2203 [============================>.] - ETA: 0s - loss: 2.6838e-05 - mean_squared_error: 2.6838e-05
Epoch 00035: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\35-0.0000.hdf5
2203/2203 [==============================] - 15s 7ms/step - loss: 2.6806e-05 - mean_squared_error: 2.6806e-05 - val_loss: 1.1635e-05 - val_mean_squared_error: 1.1635e-05
Epoch 36/500
2199/2203 [============================>.] - ETA: 0s - loss: 2.6163e-05 - mean_squared_error: 2.6163e-05
Epoch 00036: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/61\36-0.0000.hdf5
2203/2203 [==============================] - 13s 6ms/step - loss: 2.6124e-05 - mean_squared_error: 2.6124e-05 - val_loss: 1.1953e-05 - val_mean_squared_error: 1.1953e-05
Epoch 37/500
2197/2203 [============================>.] - ETA: 0s - loss: 2.6268e-05 - mean_squared_error: 2.6268e-05
Epoch 00037: loss did not improve from 0.00003
2203/2203 [==============================] - 12s 5ms/step - loss: 2.6352e-05 - mean_squared_error: 2.6352e-05 - val_loss: 1.2624e-05 - val_mean_squared_error: 1.2624e-05
Epoch 38/500
2198/2203 [============================>.] - ETA: 0s - loss: 3.7133e-05 - mean_squared_error: 3.7133e-05
Epoch 00038: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.7062e-05 - mean_squared_error: 3.7062e-05 - val_loss: 1.1040e-05 - val_mean_squared_error: 1.1040e-05
Epoch 39/500
2201/2203 [============================>.] - ETA: 0s - loss: 3.5030e-05 - mean_squared_error: 3.5030e-05
Epoch 00039: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.5008e-05 - mean_squared_error: 3.5008e-05 - val_loss: 8.6439e-06 - val_mean_squared_error: 8.6439e-06
Epoch 40/500
2200/2203 [============================>.] - ETA: 0s - loss: 3.1921e-05 - mean_squared_error: 3.1921e-05
Epoch 00040: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.1907e-05 - mean_squared_error: 3.1907e-05 - val_loss: 8.5891e-06 - val_mean_squared_error: 8.5891e-06
Epoch 41/500
2194/2203 [============================>.] - ETA: 0s - loss: 3.3818e-05 - mean_squared_error: 3.3818e-05
Epoch 00041: loss did not improve from 0.00003
2203/2203 [==============================] - 11s 5ms/step - loss: 3.3699e-05 - mean_squared_error: 3.3699e-05 - val_loss: 8.3226e-06 - val_mean_squared_error: 8.3226e-06
Epoch 00041: early stopping
Epoch 1/500
2214/2217 [============================>.] - ETA: 0s - loss: 2.7373e-05 - mean_squared_error: 2.7373e-05
Epoch 00001: loss improved from inf to 0.00003, saving model to ./model_LSTM/62\01-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 2.7355e-05 - mean_squared_error: 2.7355e-05 - val_loss: 6.5185e-06 - val_mean_squared_error: 6.5185e-06
Epoch 2/500
2206/2217 [============================>.] - ETA: 0s - loss: 1.6304e-05 - mean_squared_error: 1.6304e-05
Epoch 00002: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/62\02-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.6277e-05 - mean_squared_error: 1.6277e-05 - val_loss: 3.9552e-06 - val_mean_squared_error: 3.9552e-06
Epoch 3/500
2208/2217 [============================>.] - ETA: 0s - loss: 1.5043e-05 - mean_squared_error: 1.5043e-05
Epoch 00003: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/62\03-0.0000.hdf5
2217/2217 [==============================] - 12s 5ms/step - loss: 1.5148e-05 - mean_squared_error: 1.5148e-05 - val_loss: 3.3710e-06 - val_mean_squared_error: 3.3710e-06
Epoch 4/500
2209/2217 [============================>.] - ETA: 0s - loss: 1.4760e-05 - mean_squared_error: 1.4760e-05
Epoch 00004: loss improved from 0.00002 to 0.00001, saving model to ./model_LSTM/62\04-0.0000.hdf5
2217/2217 [==============================] - 12s 6ms/step - loss: 1.4816e-05 - mean_squared_error: 1.4816e-05 - val_loss: 4.5627e-06 - val_mean_squared_error: 4.5627e-06
Epoch 5/500
2212/2217 [============================>.] - ETA: 0s - loss: 1.5081e-05 - mean_squared_error: 1.5081e-05
Epoch 00005: loss did not improve from 0.00001
2217/2217 [==============================] - 13s 6ms/step - loss: 1.5065e-05 - mean_squared_error: 1.5065e-05 - val_loss: 5.0710e-06 - val_mean_squared_error: 5.0710e-06
Epoch 6/500
2217/2217 [==============================] - ETA: 0s - loss: 1.4353e-05 - mean_squared_error: 1.4353e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\06-0.0000.hdf5
2217/2217 [==============================] - 14s 6ms/step - loss: 1.4353e-05 - mean_squared_error: 1.4353e-05 - val_loss: 3.7290e-06 - val_mean_squared_error: 3.7290e-06
Epoch 7/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3939e-05 - mean_squared_error: 1.3939e-05
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\07-0.0000.hdf5
2217/2217 [==============================] - 15s 7ms/step - loss: 1.3939e-05 - mean_squared_error: 1.3939e-05 - val_loss: 3.3820e-06 - val_mean_squared_error: 3.3820e-06
Epoch 8/500
2213/2217 [============================>.] - ETA: 0s - loss: 1.3688e-05 - mean_squared_error: 1.3688e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\08-0.0000.hdf5
2217/2217 [==============================] - 13s 6ms/step - loss: 1.3838e-05 - mean_squared_error: 1.3838e-05 - val_loss: 3.3576e-06 - val_mean_squared_error: 3.3576e-06
Epoch 9/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3821e-05 - mean_squared_error: 1.3821e-05
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\09-0.0000.hdf5
2217/2217 [==============================] - 12s 5ms/step - loss: 1.3821e-05 - mean_squared_error: 1.3821e-05 - val_loss: 4.5620e-06 - val_mean_squared_error: 4.5620e-06
Epoch 10/500
2211/2217 [============================>.] - ETA: 0s - loss: 1.3565e-05 - mean_squared_error: 1.3565e-05
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\10-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3590e-05 - mean_squared_error: 1.3590e-05 - val_loss: 5.7831e-06 - val_mean_squared_error: 5.7831e-06
Epoch 11/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3671e-05 - mean_squared_error: 1.3671e-05
Epoch 00011: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3672e-05 - mean_squared_error: 1.3672e-05 - val_loss: 3.6183e-06 - val_mean_squared_error: 3.6183e-06
Epoch 12/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3502e-05 - mean_squared_error: 1.3502e-05
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\12-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3491e-05 - mean_squared_error: 1.3491e-05 - val_loss: 4.3814e-06 - val_mean_squared_error: 4.3814e-06
Epoch 13/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3519e-05 - mean_squared_error: 1.3519e-05
Epoch 00013: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3519e-05 - mean_squared_error: 1.3519e-05 - val_loss: 5.2928e-06 - val_mean_squared_error: 5.2928e-06
Epoch 14/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3464e-05 - mean_squared_error: 1.3464e-05
Epoch 00014: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\14-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3463e-05 - mean_squared_error: 1.3463e-05 - val_loss: 4.0661e-06 - val_mean_squared_error: 4.0661e-06
Epoch 15/500
2212/2217 [============================>.] - ETA: 0s - loss: 1.3660e-05 - mean_squared_error: 1.3660e-05
Epoch 00015: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3642e-05 - mean_squared_error: 1.3642e-05 - val_loss: 3.4942e-06 - val_mean_squared_error: 3.4942e-06
Epoch 16/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3433e-05 - mean_squared_error: 1.3433e-05
Epoch 00016: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\16-0.0000.hdf5
2217/2217 [==============================] - 12s 5ms/step - loss: 1.3433e-05 - mean_squared_error: 1.3433e-05 - val_loss: 3.4117e-06 - val_mean_squared_error: 3.4117e-06
Epoch 17/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3449e-05 - mean_squared_error: 1.3449e-05
Epoch 00017: loss did not improve from 0.00001
2217/2217 [==============================] - 12s 6ms/step - loss: 1.3439e-05 - mean_squared_error: 1.3439e-05 - val_loss: 3.4937e-06 - val_mean_squared_error: 3.4937e-06
Epoch 18/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3302e-05 - mean_squared_error: 1.3302e-05
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\18-0.0000.hdf5
2217/2217 [==============================] - 13s 6ms/step - loss: 1.3302e-05 - mean_squared_error: 1.3302e-05 - val_loss: 3.8581e-06 - val_mean_squared_error: 3.8581e-06
Epoch 19/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3296e-05 - mean_squared_error: 1.3296e-05
Epoch 00019: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\19-0.0000.hdf5
2217/2217 [==============================] - 14s 6ms/step - loss: 1.3299e-05 - mean_squared_error: 1.3299e-05 - val_loss: 3.7723e-06 - val_mean_squared_error: 3.7723e-06
Epoch 20/500
2216/2217 [============================>.] - ETA: 0s - loss: 1.3310e-05 - mean_squared_error: 1.3310e-05
Epoch 00020: loss did not improve from 0.00001
2217/2217 [==============================] - 14s 7ms/step - loss: 1.3309e-05 - mean_squared_error: 1.3309e-05 - val_loss: 4.0218e-06 - val_mean_squared_error: 4.0218e-06
Epoch 21/500
2207/2217 [============================>.] - ETA: 0s - loss: 1.3418e-05 - mean_squared_error: 1.3418e-05
Epoch 00021: loss did not improve from 0.00001
2217/2217 [==============================] - 13s 6ms/step - loss: 1.3415e-05 - mean_squared_error: 1.3415e-05 - val_loss: 4.1167e-06 - val_mean_squared_error: 4.1167e-06
Epoch 22/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3281e-05 - mean_squared_error: 1.3281e-05
Epoch 00022: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\22-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3275e-05 - mean_squared_error: 1.3275e-05 - val_loss: 3.3595e-06 - val_mean_squared_error: 3.3595e-06
Epoch 23/500
2206/2217 [============================>.] - ETA: 0s - loss: 1.2988e-05 - mean_squared_error: 1.2988e-05
Epoch 00023: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/62\23-0.0000.hdf5
2217/2217 [==============================] - 11s 5ms/step - loss: 1.2978e-05 - mean_squared_error: 1.2978e-05 - val_loss: 4.5694e-06 - val_mean_squared_error: 4.5694e-06
Epoch 24/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3148e-05 - mean_squared_error: 1.3148e-05
Epoch 00024: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3148e-05 - mean_squared_error: 1.3148e-05 - val_loss: 1.3168e-05 - val_mean_squared_error: 1.3168e-05
Epoch 25/500
2217/2217 [==============================] - ETA: 0s - loss: 1.3223e-05 - mean_squared_error: 1.3223e-05
Epoch 00025: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3223e-05 - mean_squared_error: 1.3223e-05 - val_loss: 3.4352e-06 - val_mean_squared_error: 3.4352e-06
Epoch 26/500
2214/2217 [============================>.] - ETA: 0s - loss: 1.3156e-05 - mean_squared_error: 1.3156e-05
Epoch 00026: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3159e-05 - mean_squared_error: 1.3159e-05 - val_loss: 9.2484e-06 - val_mean_squared_error: 9.2484e-06
Epoch 27/500
2209/2217 [============================>.] - ETA: 0s - loss: 1.3018e-05 - mean_squared_error: 1.3018e-05
Epoch 00027: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3067e-05 - mean_squared_error: 1.3067e-05 - val_loss: 3.4266e-06 - val_mean_squared_error: 3.4266e-06
Epoch 28/500
2215/2217 [============================>.] - ETA: 0s - loss: 1.3239e-05 - mean_squared_error: 1.3239e-05
Epoch 00028: loss did not improve from 0.00001
2217/2217 [==============================] - 11s 5ms/step - loss: 1.3238e-05 - mean_squared_error: 1.3238e-05 - val_loss: 4.5357e-06 - val_mean_squared_error: 4.5357e-06
Epoch 00028: early stopping
Epoch 1/500
2160/2165 [============================>.] - ETA: 0s - loss: 4.9766e-06 - mean_squared_error: 4.9766e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/63\01-0.0000.hdf5
2165/2165 [==============================] - 12s 5ms/step - loss: 4.9670e-06 - mean_squared_error: 4.9670e-06 - val_loss: 4.4986e-06 - val_mean_squared_error: 4.4986e-06
Epoch 2/500
2155/2165 [============================>.] - ETA: 0s - loss: 4.7426e-06 - mean_squared_error: 4.7426e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\02-0.0000.hdf5
2165/2165 [==============================] - 12s 6ms/step - loss: 4.7367e-06 - mean_squared_error: 4.7367e-06 - val_loss: 4.7576e-06 - val_mean_squared_error: 4.7576e-06
Epoch 3/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.7475e-06 - mean_squared_error: 4.7475e-06
Epoch 00003: loss did not improve from 0.00000
2165/2165 [==============================] - 17s 8ms/step - loss: 4.7462e-06 - mean_squared_error: 4.7462e-06 - val_loss: 5.6850e-06 - val_mean_squared_error: 5.6850e-06
Epoch 4/500
2156/2165 [============================>.] - ETA: 0s - loss: 4.4139e-06 - mean_squared_error: 4.4139e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\04-0.0000.hdf5
2165/2165 [==============================] - 17s 8ms/step - loss: 4.4815e-06 - mean_squared_error: 4.4815e-06 - val_loss: 6.8054e-06 - val_mean_squared_error: 6.8054e-06
Epoch 5/500
2157/2165 [============================>.] - ETA: 0s - loss: 4.5264e-06 - mean_squared_error: 4.5264e-06
Epoch 00005: loss did not improve from 0.00000
2165/2165 [==============================] - 13s 6ms/step - loss: 4.5154e-06 - mean_squared_error: 4.5154e-06 - val_loss: 6.4548e-06 - val_mean_squared_error: 6.4548e-06
Epoch 6/500
2165/2165 [==============================] - ETA: 0s - loss: 4.6119e-06 - mean_squared_error: 4.6119e-06
Epoch 00006: loss did not improve from 0.00000
2165/2165 [==============================] - 12s 5ms/step - loss: 4.6119e-06 - mean_squared_error: 4.6119e-06 - val_loss: 4.7212e-06 - val_mean_squared_error: 4.7212e-06
Epoch 7/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.4187e-06 - mean_squared_error: 4.4187e-06
Epoch 00007: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\07-0.0000.hdf5
2165/2165 [==============================] - 11s 5ms/step - loss: 4.4173e-06 - mean_squared_error: 4.4173e-06 - val_loss: 4.4386e-06 - val_mean_squared_error: 4.4386e-06
Epoch 8/500
2157/2165 [============================>.] - ETA: 0s - loss: 4.5365e-06 - mean_squared_error: 4.5365e-06
Epoch 00008: loss did not improve from 0.00000
2165/2165 [==============================] - 10s 5ms/step - loss: 4.5300e-06 - mean_squared_error: 4.5300e-06 - val_loss: 4.9653e-06 - val_mean_squared_error: 4.9653e-06
Epoch 9/500
2161/2165 [============================>.] - ETA: 0s - loss: 4.3505e-06 - mean_squared_error: 4.3505e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\09-0.0000.hdf5
2165/2165 [==============================] - 10s 5ms/step - loss: 4.3441e-06 - mean_squared_error: 4.3441e-06 - val_loss: 4.7319e-06 - val_mean_squared_error: 4.7319e-06
Epoch 10/500
2159/2165 [============================>.] - ETA: 0s - loss: 4.3359e-06 - mean_squared_error: 4.3359e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\10-0.0000.hdf5
2165/2165 [==============================] - 11s 5ms/step - loss: 4.3307e-06 - mean_squared_error: 4.3307e-06 - val_loss: 5.1504e-06 - val_mean_squared_error: 5.1504e-06
Epoch 11/500
2162/2165 [============================>.] - ETA: 0s - loss: 4.4360e-06 - mean_squared_error: 4.4360e-06
Epoch 00011: loss did not improve from 0.00000
2165/2165 [==============================] - 11s 5ms/step - loss: 4.4357e-06 - mean_squared_error: 4.4357e-06 - val_loss: 4.8388e-06 - val_mean_squared_error: 4.8388e-06
Epoch 12/500
2158/2165 [============================>.] - ETA: 0s - loss: 4.2686e-06 - mean_squared_error: 4.2686e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\12-0.0000.hdf5
2165/2165 [==============================] - 11s 5ms/step - loss: 4.2608e-06 - mean_squared_error: 4.2608e-06 - val_loss: 5.3199e-06 - val_mean_squared_error: 5.3199e-06
Epoch 13/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.2391e-06 - mean_squared_error: 4.2391e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\13-0.0000.hdf5
2165/2165 [==============================] - 12s 5ms/step - loss: 4.2381e-06 - mean_squared_error: 4.2381e-06 - val_loss: 5.8858e-06 - val_mean_squared_error: 5.8858e-06
Epoch 14/500
2156/2165 [============================>.] - ETA: 0s - loss: 4.0943e-06 - mean_squared_error: 4.0943e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/63\14-0.0000.hdf5
2165/2165 [==============================] - 12s 5ms/step - loss: 4.1301e-06 - mean_squared_error: 4.1301e-06 - val_loss: 5.4387e-06 - val_mean_squared_error: 5.4387e-06
Epoch 15/500
2161/2165 [============================>.] - ETA: 0s - loss: 4.5488e-06 - mean_squared_error: 4.5488e-06
Epoch 00015: loss did not improve from 0.00000
2165/2165 [==============================] - 12s 6ms/step - loss: 4.5546e-06 - mean_squared_error: 4.5546e-06 - val_loss: 5.9944e-06 - val_mean_squared_error: 5.9944e-06
Epoch 16/500
2159/2165 [============================>.] - ETA: 0s - loss: 4.1702e-06 - mean_squared_error: 4.1702e-06
Epoch 00016: loss did not improve from 0.00000
2165/2165 [==============================] - 15s 7ms/step - loss: 4.1687e-06 - mean_squared_error: 4.1687e-06 - val_loss: 4.5255e-06 - val_mean_squared_error: 4.5255e-06
Epoch 17/500
2162/2165 [============================>.] - ETA: 0s - loss: 4.4207e-06 - mean_squared_error: 4.4207e-06
Epoch 00017: loss did not improve from 0.00000
2165/2165 [==============================] - 15s 7ms/step - loss: 4.4163e-06 - mean_squared_error: 4.4163e-06 - val_loss: 4.7940e-06 - val_mean_squared_error: 4.7940e-06
Epoch 18/500
2164/2165 [============================>.] - ETA: 0s - loss: 4.3474e-06 - mean_squared_error: 4.3474e-06
Epoch 00018: loss did not improve from 0.00000
2165/2165 [==============================] - 13s 6ms/step - loss: 4.3461e-06 - mean_squared_error: 4.3461e-06 - val_loss: 4.6705e-06 - val_mean_squared_error: 4.6705e-06
Epoch 19/500
2158/2165 [============================>.] - ETA: 0s - loss: 4.1787e-06 - mean_squared_error: 4.1787e-06
Epoch 00019: loss did not improve from 0.00000
2165/2165 [==============================] - 11s 5ms/step - loss: 4.1717e-06 - mean_squared_error: 4.1717e-06 - val_loss: 5.0243e-06 - val_mean_squared_error: 5.0243e-06
Epoch 00019: early stopping
Epoch 1/500
279/282 [============================>.] - ETA: 0s - loss: 3.7648e-05 - mean_squared_error: 3.7648e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/64\01-0.0000.hdf5
282/282 [==============================] - 2s 6ms/step - loss: 3.7420e-05 - mean_squared_error: 3.7420e-05 - val_loss: 1.3717e-05 - val_mean_squared_error: 1.3717e-05
Epoch 2/500
277/282 [============================>.] - ETA: 0s - loss: 2.9351e-05 - mean_squared_error: 2.9351e-05
Epoch 00002: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/64\02-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.9276e-05 - mean_squared_error: 2.9276e-05 - val_loss: 9.6759e-06 - val_mean_squared_error: 9.6759e-06
Epoch 3/500
273/282 [============================>.] - ETA: 0s - loss: 2.7813e-05 - mean_squared_error: 2.7813e-05
Epoch 00003: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\03-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.7568e-05 - mean_squared_error: 2.7568e-05 - val_loss: 9.4054e-06 - val_mean_squared_error: 9.4054e-06
Epoch 4/500
278/282 [============================>.] - ETA: 0s - loss: 2.7829e-05 - mean_squared_error: 2.7829e-05
Epoch 00004: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7957e-05 - mean_squared_error: 2.7957e-05 - val_loss: 1.1437e-05 - val_mean_squared_error: 1.1437e-05
Epoch 5/500
276/282 [============================>.] - ETA: 0s - loss: 2.7447e-05 - mean_squared_error: 2.7447e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\05-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.7106e-05 - mean_squared_error: 2.7106e-05 - val_loss: 1.0147e-05 - val_mean_squared_error: 1.0147e-05
Epoch 6/500
282/282 [==============================] - ETA: 0s - loss: 2.7330e-05 - mean_squared_error: 2.7330e-05
Epoch 00006: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7330e-05 - mean_squared_error: 2.7330e-05 - val_loss: 9.2120e-06 - val_mean_squared_error: 9.2120e-06
Epoch 7/500
271/282 [===========================>..] - ETA: 0s - loss: 2.7732e-05 - mean_squared_error: 2.7732e-05
Epoch 00007: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7339e-05 - mean_squared_error: 2.7339e-05 - val_loss: 8.6407e-06 - val_mean_squared_error: 8.6407e-06
Epoch 8/500
280/282 [============================>.] - ETA: 0s - loss: 2.6293e-05 - mean_squared_error: 2.6293e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\08-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.6256e-05 - mean_squared_error: 2.6256e-05 - val_loss: 9.4454e-06 - val_mean_squared_error: 9.4454e-06
Epoch 9/500
271/282 [===========================>..] - ETA: 0s - loss: 2.6779e-05 - mean_squared_error: 2.6779e-05
Epoch 00009: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/64\09-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.6102e-05 - mean_squared_error: 2.6102e-05 - val_loss: 9.9466e-06 - val_mean_squared_error: 9.9466e-06
Epoch 10/500
277/282 [============================>.] - ETA: 0s - loss: 2.6471e-05 - mean_squared_error: 2.6471e-05
Epoch 00010: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.6221e-05 - mean_squared_error: 2.6221e-05 - val_loss: 8.9176e-06 - val_mean_squared_error: 8.9176e-06
Epoch 11/500
282/282 [==============================] - ETA: 0s - loss: 2.7147e-05 - mean_squared_error: 2.7147e-05
Epoch 00011: loss did not improve from 0.00003
282/282 [==============================] - 1s 5ms/step - loss: 2.7147e-05 - mean_squared_error: 2.7147e-05 - val_loss: 8.4354e-06 - val_mean_squared_error: 8.4354e-06
Epoch 12/500
277/282 [============================>.] - ETA: 0s - loss: 2.3512e-05 - mean_squared_error: 2.3512e-05
Epoch 00012: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/64\12-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.4914e-05 - mean_squared_error: 2.4914e-05 - val_loss: 1.0600e-05 - val_mean_squared_error: 1.0600e-05
Epoch 13/500
280/282 [============================>.] - ETA: 0s - loss: 2.4682e-05 - mean_squared_error: 2.4682e-05
Epoch 00013: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\13-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.4605e-05 - mean_squared_error: 2.4605e-05 - val_loss: 1.0442e-05 - val_mean_squared_error: 1.0442e-05
Epoch 14/500
279/282 [============================>.] - ETA: 0s - loss: 2.4237e-05 - mean_squared_error: 2.4237e-05
Epoch 00014: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\14-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.4175e-05 - mean_squared_error: 2.4175e-05 - val_loss: 1.0813e-05 - val_mean_squared_error: 1.0813e-05
Epoch 15/500
277/282 [============================>.] - ETA: 0s - loss: 2.4356e-05 - mean_squared_error: 2.4356e-05
Epoch 00015: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.4216e-05 - mean_squared_error: 2.4216e-05 - val_loss: 9.2866e-06 - val_mean_squared_error: 9.2866e-06
Epoch 16/500
275/282 [============================>.] - ETA: 0s - loss: 2.3812e-05 - mean_squared_error: 2.3812e-05
Epoch 00016: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\16-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.3628e-05 - mean_squared_error: 2.3628e-05 - val_loss: 1.0059e-05 - val_mean_squared_error: 1.0059e-05
Epoch 17/500
281/282 [============================>.] - ETA: 0s - loss: 2.3074e-05 - mean_squared_error: 2.3074e-05
Epoch 00017: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\17-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.3048e-05 - mean_squared_error: 2.3048e-05 - val_loss: 1.0636e-05 - val_mean_squared_error: 1.0636e-05
Epoch 18/500
275/282 [============================>.] - ETA: 0s - loss: 2.2648e-05 - mean_squared_error: 2.2648e-05
Epoch 00018: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\18-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.2457e-05 - mean_squared_error: 2.2457e-05 - val_loss: 1.2078e-05 - val_mean_squared_error: 1.2078e-05
Epoch 19/500
280/282 [============================>.] - ETA: 0s - loss: 2.2148e-05 - mean_squared_error: 2.2148e-05
Epoch 00019: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\19-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.2050e-05 - mean_squared_error: 2.2050e-05 - val_loss: 1.0095e-05 - val_mean_squared_error: 1.0095e-05
Epoch 20/500
275/282 [============================>.] - ETA: 0s - loss: 2.2568e-05 - mean_squared_error: 2.2568e-05
Epoch 00020: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.2571e-05 - mean_squared_error: 2.2571e-05 - val_loss: 1.3909e-05 - val_mean_squared_error: 1.3909e-05
Epoch 21/500
277/282 [============================>.] - ETA: 0s - loss: 2.3727e-05 - mean_squared_error: 2.3727e-05
Epoch 00021: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.3847e-05 - mean_squared_error: 2.3847e-05 - val_loss: 1.0579e-05 - val_mean_squared_error: 1.0579e-05
Epoch 22/500
275/282 [============================>.] - ETA: 0s - loss: 2.2178e-05 - mean_squared_error: 2.2178e-05
Epoch 00022: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.2161e-05 - mean_squared_error: 2.2161e-05 - val_loss: 1.0826e-05 - val_mean_squared_error: 1.0826e-05
Epoch 23/500
278/282 [============================>.] - ETA: 0s - loss: 2.0546e-05 - mean_squared_error: 2.0546e-05
Epoch 00023: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\23-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 2.0441e-05 - mean_squared_error: 2.0441e-05 - val_loss: 1.2037e-05 - val_mean_squared_error: 1.2037e-05
Epoch 24/500
272/282 [===========================>..] - ETA: 0s - loss: 2.1513e-05 - mean_squared_error: 2.1513e-05
Epoch 00024: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.1160e-05 - mean_squared_error: 2.1160e-05 - val_loss: 1.3013e-05 - val_mean_squared_error: 1.3013e-05
Epoch 25/500
278/282 [============================>.] - ETA: 0s - loss: 2.1164e-05 - mean_squared_error: 2.1164e-05
Epoch 00025: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.1208e-05 - mean_squared_error: 2.1208e-05 - val_loss: 1.0595e-05 - val_mean_squared_error: 1.0595e-05
Epoch 26/500
280/282 [============================>.] - ETA: 0s - loss: 2.0795e-05 - mean_squared_error: 2.0795e-05
Epoch 00026: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0724e-05 - mean_squared_error: 2.0724e-05 - val_loss: 1.1107e-05 - val_mean_squared_error: 1.1107e-05
Epoch 27/500
280/282 [============================>.] - ETA: 0s - loss: 1.9201e-05 - mean_squared_error: 1.9201e-05
Epoch 00027: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\27-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.9156e-05 - mean_squared_error: 1.9156e-05 - val_loss: 1.1340e-05 - val_mean_squared_error: 1.1340e-05
Epoch 28/500
273/282 [============================>.] - ETA: 0s - loss: 1.9725e-05 - mean_squared_error: 1.9725e-05
Epoch 00028: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9901e-05 - mean_squared_error: 1.9901e-05 - val_loss: 1.7195e-05 - val_mean_squared_error: 1.7195e-05
Epoch 29/500
281/282 [============================>.] - ETA: 0s - loss: 2.0789e-05 - mean_squared_error: 2.0789e-05
Epoch 00029: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0794e-05 - mean_squared_error: 2.0794e-05 - val_loss: 1.7543e-05 - val_mean_squared_error: 1.7543e-05
Epoch 30/500
272/282 [===========================>..] - ETA: 0s - loss: 2.0371e-05 - mean_squared_error: 2.0371e-05
Epoch 00030: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 2.0075e-05 - mean_squared_error: 2.0075e-05 - val_loss: 1.5361e-05 - val_mean_squared_error: 1.5361e-05
Epoch 31/500
276/282 [============================>.] - ETA: 0s - loss: 1.9691e-05 - mean_squared_error: 1.9691e-05
Epoch 00031: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9625e-05 - mean_squared_error: 1.9625e-05 - val_loss: 1.6964e-05 - val_mean_squared_error: 1.6964e-05
Epoch 32/500
282/282 [==============================] - ETA: 0s - loss: 1.8934e-05 - mean_squared_error: 1.8934e-05
Epoch 00032: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\32-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.8934e-05 - mean_squared_error: 1.8934e-05 - val_loss: 1.4967e-05 - val_mean_squared_error: 1.4967e-05
Epoch 33/500
277/282 [============================>.] - ETA: 0s - loss: 1.9363e-05 - mean_squared_error: 1.9363e-05
Epoch 00033: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9151e-05 - mean_squared_error: 1.9151e-05 - val_loss: 1.7774e-05 - val_mean_squared_error: 1.7774e-05
Epoch 34/500
281/282 [============================>.] - ETA: 0s - loss: 1.9977e-05 - mean_squared_error: 1.9977e-05
Epoch 00034: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9957e-05 - mean_squared_error: 1.9957e-05 - val_loss: 1.5533e-05 - val_mean_squared_error: 1.5533e-05
Epoch 35/500
281/282 [============================>.] - ETA: 0s - loss: 2.0042e-05 - mean_squared_error: 2.0042e-05
Epoch 00035: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.0081e-05 - mean_squared_error: 2.0081e-05 - val_loss: 1.4673e-05 - val_mean_squared_error: 1.4673e-05
Epoch 36/500
278/282 [============================>.] - ETA: 0s - loss: 1.9167e-05 - mean_squared_error: 1.9167e-05
Epoch 00036: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9047e-05 - mean_squared_error: 1.9047e-05 - val_loss: 1.8677e-05 - val_mean_squared_error: 1.8677e-05
Epoch 37/500
282/282 [==============================] - ETA: 0s - loss: 1.8251e-05 - mean_squared_error: 1.8251e-05
Epoch 00037: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\37-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.8251e-05 - mean_squared_error: 1.8251e-05 - val_loss: 1.4444e-05 - val_mean_squared_error: 1.4444e-05
Epoch 38/500
281/282 [============================>.] - ETA: 0s - loss: 1.9059e-05 - mean_squared_error: 1.9059e-05
Epoch 00038: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.9025e-05 - mean_squared_error: 1.9025e-05 - val_loss: 1.3674e-05 - val_mean_squared_error: 1.3674e-05
Epoch 39/500
277/282 [============================>.] - ETA: 0s - loss: 1.8218e-05 - mean_squared_error: 1.8218e-05
Epoch 00039: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\39-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.8149e-05 - mean_squared_error: 1.8149e-05 - val_loss: 1.5744e-05 - val_mean_squared_error: 1.5744e-05
Epoch 40/500
275/282 [============================>.] - ETA: 0s - loss: 1.7657e-05 - mean_squared_error: 1.7657e-05
Epoch 00040: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/64\40-0.0000.hdf5
282/282 [==============================] - 1s 5ms/step - loss: 1.7430e-05 - mean_squared_error: 1.7430e-05 - val_loss: 1.8054e-05 - val_mean_squared_error: 1.8054e-05
Epoch 41/500
278/282 [============================>.] - ETA: 0s - loss: 1.7787e-05 - mean_squared_error: 1.7787e-05
Epoch 00041: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.7820e-05 - mean_squared_error: 1.7820e-05 - val_loss: 2.1685e-05 - val_mean_squared_error: 2.1685e-05
Epoch 42/500
270/282 [===========================>..] - ETA: 0s - loss: 1.8357e-05 - mean_squared_error: 1.8357e-05
Epoch 00042: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.8879e-05 - mean_squared_error: 1.8879e-05 - val_loss: 1.8146e-05 - val_mean_squared_error: 1.8146e-05
Epoch 43/500
273/282 [============================>.] - ETA: 0s - loss: 2.1579e-05 - mean_squared_error: 2.1579e-05
Epoch 00043: loss did not improve from 0.00002
282/282 [==============================] - 2s 5ms/step - loss: 2.1262e-05 - mean_squared_error: 2.1262e-05 - val_loss: 1.6564e-05 - val_mean_squared_error: 1.6564e-05
Epoch 44/500
272/282 [===========================>..] - ETA: 0s - loss: 1.8086e-05 - mean_squared_error: 1.8086e-05
Epoch 00044: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.8114e-05 - mean_squared_error: 1.8114e-05 - val_loss: 1.9794e-05 - val_mean_squared_error: 1.9794e-05
Epoch 45/500
281/282 [============================>.] - ETA: 0s - loss: 1.8076e-05 - mean_squared_error: 1.8076e-05
Epoch 00045: loss did not improve from 0.00002
282/282 [==============================] - 1s 5ms/step - loss: 1.8055e-05 - mean_squared_error: 1.8055e-05 - val_loss: 1.7159e-05 - val_mean_squared_error: 1.7159e-05
Epoch 00045: early stopping
Epoch 1/500
986/990 [============================>.] - ETA: 0s - loss: 4.6663e-05 - mean_squared_error: 4.6663e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/65\01-0.0000.hdf5
990/990 [==============================] - 5s 5ms/step - loss: 4.6785e-05 - mean_squared_error: 4.6785e-05 - val_loss: 4.6425e-05 - val_mean_squared_error: 4.6425e-05
Epoch 2/500
987/990 [============================>.] - ETA: 0s - loss: 4.3208e-05 - mean_squared_error: 4.3208e-05
Epoch 00002: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/65\02-0.0001.hdf5
990/990 [==============================] - 5s 5ms/step - loss: 4.3138e-05 - mean_squared_error: 4.3138e-05 - val_loss: 5.5840e-05 - val_mean_squared_error: 5.5840e-05
Epoch 3/500
990/990 [==============================] - ETA: 0s - loss: 3.7043e-05 - mean_squared_error: 3.7043e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\03-0.0000.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.7043e-05 - mean_squared_error: 3.7043e-05 - val_loss: 4.7935e-05 - val_mean_squared_error: 4.7935e-05
Epoch 4/500
987/990 [============================>.] - ETA: 0s - loss: 3.6586e-05 - mean_squared_error: 3.6586e-05
Epoch 00004: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\04-0.0001.hdf5
990/990 [==============================] - 5s 5ms/step - loss: 3.6878e-05 - mean_squared_error: 3.6878e-05 - val_loss: 6.2032e-05 - val_mean_squared_error: 6.2032e-05
Epoch 5/500
987/990 [============================>.] - ETA: 0s - loss: 3.5750e-05 - mean_squared_error: 3.5750e-05
Epoch 00005: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\05-0.0000.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.5652e-05 - mean_squared_error: 3.5652e-05 - val_loss: 4.6883e-05 - val_mean_squared_error: 4.6883e-05
Epoch 6/500
987/990 [============================>.] - ETA: 0s - loss: 3.5158e-05 - mean_squared_error: 3.5158e-05
Epoch 00006: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/65\06-0.0000.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.5074e-05 - mean_squared_error: 3.5074e-05 - val_loss: 4.8096e-05 - val_mean_squared_error: 4.8096e-05
Epoch 7/500
988/990 [============================>.] - ETA: 0s - loss: 3.6040e-05 - mean_squared_error: 3.6040e-05
Epoch 00007: loss did not improve from 0.00004
990/990 [==============================] - 6s 6ms/step - loss: 3.5980e-05 - mean_squared_error: 3.5980e-05 - val_loss: 7.3417e-05 - val_mean_squared_error: 7.3417e-05
Epoch 8/500
987/990 [============================>.] - ETA: 0s - loss: 3.2410e-05 - mean_squared_error: 3.2410e-05
Epoch 00008: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/65\08-0.0001.hdf5
990/990 [==============================] - 6s 6ms/step - loss: 3.2480e-05 - mean_squared_error: 3.2480e-05 - val_loss: 8.8451e-05 - val_mean_squared_error: 8.8451e-05
Epoch 9/500
988/990 [============================>.] - ETA: 0s - loss: 1.0795e-04 - mean_squared_error: 1.0795e-04
Epoch 00009: loss did not improve from 0.00003
990/990 [==============================] - 6s 6ms/step - loss: 1.0779e-04 - mean_squared_error: 1.0779e-04 - val_loss: 4.6225e-05 - val_mean_squared_error: 4.6225e-05
Epoch 10/500
989/990 [============================>.] - ETA: 0s - loss: 3.2000e-05 - mean_squared_error: 3.2000e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/65\10-0.0000.hdf5
990/990 [==============================] - 7s 7ms/step - loss: 3.1972e-05 - mean_squared_error: 3.1972e-05 - val_loss: 4.5639e-05 - val_mean_squared_error: 4.5639e-05
Epoch 11/500
988/990 [============================>.] - ETA: 0s - loss: 3.1160e-05 - mean_squared_error: 3.1160e-05
Epoch 00011: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/65\11-0.0000.hdf5
990/990 [==============================] - 7s 7ms/step - loss: 3.1122e-05 - mean_squared_error: 3.1122e-05 - val_loss: 4.8786e-05 - val_mean_squared_error: 4.8786e-05
Epoch 12/500
982/990 [============================>.] - ETA: 0s - loss: 3.1284e-05 - mean_squared_error: 3.1284e-05
Epoch 00012: loss did not improve from 0.00003
990/990 [==============================] - 6s 6ms/step - loss: 3.1200e-05 - mean_squared_error: 3.1200e-05 - val_loss: 4.8238e-05 - val_mean_squared_error: 4.8238e-05
Epoch 13/500
983/990 [============================>.] - ETA: 0s - loss: 3.4517e-05 - mean_squared_error: 3.4517e-05
Epoch 00013: loss did not improve from 0.00003
990/990 [==============================] - 6s 6ms/step - loss: 3.4361e-05 - mean_squared_error: 3.4361e-05 - val_loss: 5.8011e-05 - val_mean_squared_error: 5.8011e-05
Epoch 14/500
983/990 [============================>.] - ETA: 0s - loss: 3.6101e-05 - mean_squared_error: 3.6101e-05
Epoch 00014: loss did not improve from 0.00003
990/990 [==============================] - 5s 6ms/step - loss: 3.5882e-05 - mean_squared_error: 3.5882e-05 - val_loss: 4.9309e-05 - val_mean_squared_error: 4.9309e-05
Epoch 15/500
988/990 [============================>.] - ETA: 0s - loss: 3.1979e-05 - mean_squared_error: 3.1979e-05
Epoch 00015: loss did not improve from 0.00003
990/990 [==============================] - 5s 5ms/step - loss: 3.1964e-05 - mean_squared_error: 3.1964e-05 - val_loss: 5.0741e-05 - val_mean_squared_error: 5.0741e-05
Epoch 16/500
990/990 [==============================] - ETA: 0s - loss: 3.1636e-05 - mean_squared_error: 3.1636e-05
Epoch 00016: loss did not improve from 0.00003
990/990 [==============================] - 5s 5ms/step - loss: 3.1636e-05 - mean_squared_error: 3.1636e-05 - val_loss: 5.7108e-05 - val_mean_squared_error: 5.7108e-05
Epoch 00016: early stopping
Epoch 1/500
6707/6718 [============================>.] - ETA: 0s - loss: 5.1827e-05 - mean_squared_error: 5.1827e-05
Epoch 00001: loss improved from inf to 0.00005, saving model to ./model_LSTM/66\01-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 5.1764e-05 - mean_squared_error: 5.1764e-05 - val_loss: 2.4007e-05 - val_mean_squared_error: 2.4007e-05
Epoch 2/500
6713/6718 [============================>.] - ETA: 0s - loss: 4.7455e-05 - mean_squared_error: 4.7455e-05
Epoch 00002: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\02-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.7426e-05 - mean_squared_error: 4.7426e-05 - val_loss: 2.2862e-05 - val_mean_squared_error: 2.2862e-05
Epoch 3/500
6710/6718 [============================>.] - ETA: 0s - loss: 4.6348e-05 - mean_squared_error: 4.6348e-05
Epoch 00003: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\03-0.0000.hdf5
6718/6718 [==============================] - 38s 6ms/step - loss: 4.6299e-05 - mean_squared_error: 4.6299e-05 - val_loss: 2.0038e-05 - val_mean_squared_error: 2.0038e-05
Epoch 4/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.5521e-05 - mean_squared_error: 4.5521e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\04-0.0000.hdf5
6718/6718 [==============================] - 42s 6ms/step - loss: 4.5506e-05 - mean_squared_error: 4.5506e-05 - val_loss: 2.1942e-05 - val_mean_squared_error: 2.1942e-05
Epoch 5/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.5325e-05 - mean_squared_error: 4.5325e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/66\05-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.5298e-05 - mean_squared_error: 4.5298e-05 - val_loss: 1.7913e-05 - val_mean_squared_error: 1.7913e-05
Epoch 6/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.4782e-05 - mean_squared_error: 4.4782e-05
Epoch 00006: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/66\06-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.4922e-05 - mean_squared_error: 4.4922e-05 - val_loss: 1.9972e-05 - val_mean_squared_error: 1.9972e-05
Epoch 7/500
6710/6718 [============================>.] - ETA: 0s - loss: 4.4921e-05 - mean_squared_error: 4.4921e-05
Epoch 00007: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\07-0.0000.hdf5
6718/6718 [==============================] - 37s 6ms/step - loss: 4.4875e-05 - mean_squared_error: 4.4875e-05 - val_loss: 2.0944e-05 - val_mean_squared_error: 2.0944e-05
Epoch 8/500
6713/6718 [============================>.] - ETA: 0s - loss: 4.4151e-05 - mean_squared_error: 4.4151e-05
Epoch 00008: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\08-0.0000.hdf5
6718/6718 [==============================] - 50s 7ms/step - loss: 4.4123e-05 - mean_squared_error: 4.4123e-05 - val_loss: 1.7031e-05 - val_mean_squared_error: 1.7031e-05
Epoch 9/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.3742e-05 - mean_squared_error: 4.3742e-05
Epoch 00009: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\09-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.3726e-05 - mean_squared_error: 4.3726e-05 - val_loss: 1.8254e-05 - val_mean_squared_error: 1.8254e-05
Epoch 10/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.3449e-05 - mean_squared_error: 4.3449e-05
Epoch 00010: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\10-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.3422e-05 - mean_squared_error: 4.3422e-05 - val_loss: 1.8383e-05 - val_mean_squared_error: 1.8383e-05
Epoch 11/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.3016e-05 - mean_squared_error: 4.3016e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\11-0.0000.hdf5
6718/6718 [==============================] - 37s 5ms/step - loss: 4.3002e-05 - mean_squared_error: 4.3002e-05 - val_loss: 2.1393e-05 - val_mean_squared_error: 2.1393e-05
Epoch 12/500
6714/6718 [============================>.] - ETA: 0s - loss: 4.2833e-05 - mean_squared_error: 4.2833e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\12-0.0000.hdf5
6718/6718 [==============================] - 42s 6ms/step - loss: 4.2810e-05 - mean_squared_error: 4.2810e-05 - val_loss: 1.7687e-05 - val_mean_squared_error: 1.7687e-05
Epoch 13/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.3065e-05 - mean_squared_error: 4.3065e-05
Epoch 00013: loss did not improve from 0.00004
6718/6718 [==============================] - 34s 5ms/step - loss: 4.3018e-05 - mean_squared_error: 4.3018e-05 - val_loss: 1.9111e-05 - val_mean_squared_error: 1.9111e-05
Epoch 14/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.2367e-05 - mean_squared_error: 4.2367e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\14-0.0000.hdf5
6718/6718 [==============================] - 33s 5ms/step - loss: 4.2340e-05 - mean_squared_error: 4.2340e-05 - val_loss: 1.7153e-05 - val_mean_squared_error: 1.7153e-05
Epoch 15/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.2313e-05 - mean_squared_error: 4.2313e-05
Epoch 00015: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\15-0.0000.hdf5
6718/6718 [==============================] - 41s 6ms/step - loss: 4.2286e-05 - mean_squared_error: 4.2286e-05 - val_loss: 1.6071e-05 - val_mean_squared_error: 1.6071e-05
Epoch 16/500
6718/6718 [==============================] - ETA: 0s - loss: 4.2223e-05 - mean_squared_error: 4.2223e-05
Epoch 00016: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\16-0.0000.hdf5
6718/6718 [==============================] - 55s 8ms/step - loss: 4.2223e-05 - mean_squared_error: 4.2223e-05 - val_loss: 2.2132e-05 - val_mean_squared_error: 2.2132e-05
Epoch 17/500
6718/6718 [==============================] - ETA: 0s - loss: 4.1332e-05 - mean_squared_error: 4.1332e-05
Epoch 00017: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\17-0.0000.hdf5
6718/6718 [==============================] - 39s 6ms/step - loss: 4.1332e-05 - mean_squared_error: 4.1332e-05 - val_loss: 2.2414e-05 - val_mean_squared_error: 2.2414e-05
Epoch 18/500
6710/6718 [============================>.] - ETA: 0s - loss: 4.1446e-05 - mean_squared_error: 4.1446e-05
Epoch 00018: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 4.1405e-05 - mean_squared_error: 4.1405e-05 - val_loss: 1.4449e-05 - val_mean_squared_error: 1.4449e-05
Epoch 19/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.1147e-05 - mean_squared_error: 4.1147e-05
Epoch 00019: loss did not improve from 0.00004
6718/6718 [==============================] - 37s 5ms/step - loss: 4.1746e-05 - mean_squared_error: 4.1746e-05 - val_loss: 4.3486e-05 - val_mean_squared_error: 4.3486e-05
Epoch 20/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.0710e-05 - mean_squared_error: 4.0710e-05
Epoch 00020: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\20-0.0000.hdf5
6718/6718 [==============================] - 44s 7ms/step - loss: 4.0732e-05 - mean_squared_error: 4.0732e-05 - val_loss: 1.5579e-05 - val_mean_squared_error: 1.5579e-05
Epoch 21/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0792e-05 - mean_squared_error: 4.0792e-05
Epoch 00021: loss did not improve from 0.00004
6718/6718 [==============================] - 34s 5ms/step - loss: 4.1034e-05 - mean_squared_error: 4.1034e-05 - val_loss: 4.2623e-05 - val_mean_squared_error: 4.2623e-05
Epoch 22/500
6707/6718 [============================>.] - ETA: 0s - loss: 4.1514e-05 - mean_squared_error: 4.1514e-05
Epoch 00022: loss did not improve from 0.00004
6718/6718 [==============================] - 38s 6ms/step - loss: 4.1470e-05 - mean_squared_error: 4.1470e-05 - val_loss: 1.8240e-05 - val_mean_squared_error: 1.8240e-05
Epoch 23/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0481e-05 - mean_squared_error: 4.0481e-05
Epoch 00023: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\23-0.0000.hdf5
6718/6718 [==============================] - 38s 6ms/step - loss: 4.0482e-05 - mean_squared_error: 4.0482e-05 - val_loss: 3.7510e-05 - val_mean_squared_error: 3.7510e-05
Epoch 24/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.0297e-05 - mean_squared_error: 4.0297e-05
Epoch 00024: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\24-0.0000.hdf5
6718/6718 [==============================] - 42s 6ms/step - loss: 4.0287e-05 - mean_squared_error: 4.0287e-05 - val_loss: 1.5728e-05 - val_mean_squared_error: 1.5728e-05
Epoch 25/500
6714/6718 [============================>.] - ETA: 0s - loss: 4.0182e-05 - mean_squared_error: 4.0182e-05
Epoch 00025: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\25-0.0000.hdf5
6718/6718 [==============================] - 34s 5ms/step - loss: 4.0161e-05 - mean_squared_error: 4.0161e-05 - val_loss: 1.6958e-05 - val_mean_squared_error: 1.6958e-05
Epoch 26/500
6715/6718 [============================>.] - ETA: 0s - loss: 4.0530e-05 - mean_squared_error: 4.0530e-05
Epoch 00026: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 4.0519e-05 - mean_squared_error: 4.0519e-05 - val_loss: 1.6149e-05 - val_mean_squared_error: 1.6149e-05
Epoch 27/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0518e-05 - mean_squared_error: 4.0518e-05
Epoch 00027: loss did not improve from 0.00004
6718/6718 [==============================] - 37s 5ms/step - loss: 4.0514e-05 - mean_squared_error: 4.0514e-05 - val_loss: 1.8567e-05 - val_mean_squared_error: 1.8567e-05
Epoch 28/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.0407e-05 - mean_squared_error: 4.0407e-05
Epoch 00028: loss did not improve from 0.00004
6718/6718 [==============================] - 42s 6ms/step - loss: 4.0377e-05 - mean_squared_error: 4.0377e-05 - val_loss: 1.7459e-05 - val_mean_squared_error: 1.7459e-05
Epoch 29/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.0010e-05 - mean_squared_error: 4.0010e-05
Epoch 00029: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\29-0.0000.hdf5
6718/6718 [==============================] - 36s 5ms/step - loss: 4.0000e-05 - mean_squared_error: 4.0000e-05 - val_loss: 1.6242e-05 - val_mean_squared_error: 1.6242e-05
Epoch 30/500
6711/6718 [============================>.] - ETA: 0s - loss: 4.0556e-05 - mean_squared_error: 4.0556e-05
Epoch 00030: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 4.0584e-05 - mean_squared_error: 4.0584e-05 - val_loss: 1.8374e-05 - val_mean_squared_error: 1.8374e-05
Epoch 31/500
6718/6718 [==============================] - ETA: 0s - loss: 4.0003e-05 - mean_squared_error: 4.0003e-05
Epoch 00031: loss did not improve from 0.00004
6718/6718 [==============================] - 36s 5ms/step - loss: 4.0003e-05 - mean_squared_error: 4.0003e-05 - val_loss: 1.7170e-05 - val_mean_squared_error: 1.7170e-05
Epoch 32/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.0431e-05 - mean_squared_error: 4.0431e-05
Epoch 00032: loss did not improve from 0.00004
6718/6718 [==============================] - 41s 6ms/step - loss: 4.0422e-05 - mean_squared_error: 4.0422e-05 - val_loss: 1.5266e-05 - val_mean_squared_error: 1.5266e-05
Epoch 33/500
6709/6718 [============================>.] - ETA: 0s - loss: 4.0109e-05 - mean_squared_error: 4.0109e-05
Epoch 00033: loss did not improve from 0.00004
6718/6718 [==============================] - 34s 5ms/step - loss: 4.0158e-05 - mean_squared_error: 4.0158e-05 - val_loss: 1.6177e-05 - val_mean_squared_error: 1.6177e-05
Epoch 34/500
6711/6718 [============================>.] - ETA: 0s - loss: 3.9682e-05 - mean_squared_error: 3.9682e-05
Epoch 00034: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\34-0.0000.hdf5
6718/6718 [==============================] - 34s 5ms/step - loss: 3.9678e-05 - mean_squared_error: 3.9678e-05 - val_loss: 1.8345e-05 - val_mean_squared_error: 1.8345e-05
Epoch 35/500
6716/6718 [============================>.] - ETA: 0s - loss: 4.2031e-05 - mean_squared_error: 4.2031e-05
Epoch 00035: loss did not improve from 0.00004
6718/6718 [==============================] - 39s 6ms/step - loss: 4.2022e-05 - mean_squared_error: 4.2022e-05 - val_loss: 1.8116e-05 - val_mean_squared_error: 1.8116e-05
Epoch 36/500
6713/6718 [============================>.] - ETA: 0s - loss: 4.0585e-05 - mean_squared_error: 4.0585e-05
Epoch 00036: loss did not improve from 0.00004
6718/6718 [==============================] - 44s 7ms/step - loss: 4.0560e-05 - mean_squared_error: 4.0560e-05 - val_loss: 1.4654e-05 - val_mean_squared_error: 1.4654e-05
Epoch 37/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0607e-05 - mean_squared_error: 4.0607e-05
Epoch 00037: loss did not improve from 0.00004
6718/6718 [==============================] - 40s 6ms/step - loss: 4.0604e-05 - mean_squared_error: 4.0604e-05 - val_loss: 1.8086e-05 - val_mean_squared_error: 1.8086e-05
Epoch 38/500
6715/6718 [============================>.] - ETA: 0s - loss: 3.9451e-05 - mean_squared_error: 3.9451e-05
Epoch 00038: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\38-0.0000.hdf5
6718/6718 [==============================] - 39s 6ms/step - loss: 3.9436e-05 - mean_squared_error: 3.9436e-05 - val_loss: 1.6082e-05 - val_mean_squared_error: 1.6082e-05
Epoch 39/500
6717/6718 [============================>.] - ETA: 0s - loss: 4.0177e-05 - mean_squared_error: 4.0177e-05
Epoch 00039: loss did not improve from 0.00004
6718/6718 [==============================] - 50s 8ms/step - loss: 4.0173e-05 - mean_squared_error: 4.0173e-05 - val_loss: 1.6266e-05 - val_mean_squared_error: 1.6266e-05
Epoch 40/500
6716/6718 [============================>.] - ETA: 0s - loss: 3.9578e-05 - mean_squared_error: 3.9578e-05
Epoch 00040: loss did not improve from 0.00004
6718/6718 [==============================] - 60s 9ms/step - loss: 3.9569e-05 - mean_squared_error: 3.9569e-05 - val_loss: 1.5027e-05 - val_mean_squared_error: 1.5027e-05
Epoch 41/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.9669e-05 - mean_squared_error: 3.9669e-05
Epoch 00041: loss did not improve from 0.00004
6718/6718 [==============================] - 47s 7ms/step - loss: 3.9639e-05 - mean_squared_error: 3.9639e-05 - val_loss: 1.4967e-05 - val_mean_squared_error: 1.4967e-05
Epoch 42/500
6717/6718 [============================>.] - ETA: 0s - loss: 3.9434e-05 - mean_squared_error: 3.9434e-05
Epoch 00042: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\42-0.0000.hdf5
6718/6718 [==============================] - 46s 7ms/step - loss: 3.9431e-05 - mean_squared_error: 3.9431e-05 - val_loss: 1.8213e-05 - val_mean_squared_error: 1.8213e-05
Epoch 43/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.9339e-05 - mean_squared_error: 3.9339e-05
Epoch 00043: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\43-0.0000.hdf5
6718/6718 [==============================] - 46s 7ms/step - loss: 3.9313e-05 - mean_squared_error: 3.9313e-05 - val_loss: 1.6440e-05 - val_mean_squared_error: 1.6440e-05
Epoch 44/500
6708/6718 [============================>.] - ETA: 0s - loss: 3.9608e-05 - mean_squared_error: 3.9608e-05
Epoch 00044: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 3.9667e-05 - mean_squared_error: 3.9667e-05 - val_loss: 1.5306e-05 - val_mean_squared_error: 1.5306e-05
Epoch 45/500
6709/6718 [============================>.] - ETA: 0s - loss: 3.9019e-05 - mean_squared_error: 3.9019e-05
Epoch 00045: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\45-0.0000.hdf5
6718/6718 [==============================] - 37s 5ms/step - loss: 3.8989e-05 - mean_squared_error: 3.8989e-05 - val_loss: 1.5249e-05 - val_mean_squared_error: 1.5249e-05
Epoch 46/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.9823e-05 - mean_squared_error: 3.9823e-05
Epoch 00046: loss did not improve from 0.00004
6718/6718 [==============================] - 43s 6ms/step - loss: 3.9809e-05 - mean_squared_error: 3.9809e-05 - val_loss: 1.4809e-05 - val_mean_squared_error: 1.4809e-05
Epoch 47/500
6717/6718 [============================>.] - ETA: 0s - loss: 3.9533e-05 - mean_squared_error: 3.9533e-05
Epoch 00047: loss did not improve from 0.00004
6718/6718 [==============================] - 44s 7ms/step - loss: 3.9529e-05 - mean_squared_error: 3.9529e-05 - val_loss: 1.7039e-05 - val_mean_squared_error: 1.7039e-05
Epoch 48/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.9029e-05 - mean_squared_error: 4.9029e-05
Epoch 00048: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 4.9021e-05 - mean_squared_error: 4.9021e-05 - val_loss: 1.5585e-05 - val_mean_squared_error: 1.5585e-05
Epoch 49/500
6712/6718 [============================>.] - ETA: 0s - loss: 4.2287e-05 - mean_squared_error: 4.2287e-05
Epoch 00049: loss did not improve from 0.00004
6718/6718 [==============================] - 37s 6ms/step - loss: 4.2256e-05 - mean_squared_error: 4.2256e-05 - val_loss: 1.5574e-05 - val_mean_squared_error: 1.5574e-05
Epoch 50/500
6711/6718 [============================>.] - ETA: 0s - loss: 3.8695e-05 - mean_squared_error: 3.8695e-05
Epoch 00050: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\50-0.0000.hdf5
6718/6718 [==============================] - 44s 7ms/step - loss: 3.8672e-05 - mean_squared_error: 3.8672e-05 - val_loss: 2.0466e-05 - val_mean_squared_error: 2.0466e-05
Epoch 51/500
6713/6718 [============================>.] - ETA: 0s - loss: 3.9433e-05 - mean_squared_error: 3.9433e-05
Epoch 00051: loss did not improve from 0.00004
6718/6718 [==============================] - 40s 6ms/step - loss: 3.9411e-05 - mean_squared_error: 3.9411e-05 - val_loss: 1.5783e-05 - val_mean_squared_error: 1.5783e-05
Epoch 52/500
6718/6718 [==============================] - ETA: 0s - loss: 3.8925e-05 - mean_squared_error: 3.8925e-05
Epoch 00052: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 3.8925e-05 - mean_squared_error: 3.8925e-05 - val_loss: 1.5882e-05 - val_mean_squared_error: 1.5882e-05
Epoch 53/500
6714/6718 [============================>.] - ETA: 0s - loss: 3.8644e-05 - mean_squared_error: 3.8644e-05
Epoch 00053: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\53-0.0000.hdf5
6718/6718 [==============================] - 39s 6ms/step - loss: 3.8637e-05 - mean_squared_error: 3.8637e-05 - val_loss: 1.7379e-05 - val_mean_squared_error: 1.7379e-05
Epoch 54/500
6712/6718 [============================>.] - ETA: 0s - loss: 3.8955e-05 - mean_squared_error: 3.8955e-05
Epoch 00054: loss did not improve from 0.00004
6718/6718 [==============================] - 46s 7ms/step - loss: 3.8930e-05 - mean_squared_error: 3.8930e-05 - val_loss: 1.5637e-05 - val_mean_squared_error: 1.5637e-05
Epoch 55/500
6715/6718 [============================>.] - ETA: 0s - loss: 3.9334e-05 - mean_squared_error: 3.9334e-05
Epoch 00055: loss did not improve from 0.00004
6718/6718 [==============================] - 39s 6ms/step - loss: 3.9319e-05 - mean_squared_error: 3.9319e-05 - val_loss: 1.4768e-05 - val_mean_squared_error: 1.4768e-05
Epoch 56/500
6716/6718 [============================>.] - ETA: 0s - loss: 3.8564e-05 - mean_squared_error: 3.8564e-05
Epoch 00056: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/66\56-0.0000.hdf5
6718/6718 [==============================] - 34s 5ms/step - loss: 3.8567e-05 - mean_squared_error: 3.8567e-05 - val_loss: 1.5270e-05 - val_mean_squared_error: 1.5270e-05
Epoch 57/500
6713/6718 [============================>.] - ETA: 0s - loss: 3.9391e-05 - mean_squared_error: 3.9391e-05
Epoch 00057: loss did not improve from 0.00004
6718/6718 [==============================] - 38s 6ms/step - loss: 3.9368e-05 - mean_squared_error: 3.9368e-05 - val_loss: 1.4584e-05 - val_mean_squared_error: 1.4584e-05
Epoch 58/500
6711/6718 [============================>.] - ETA: 0s - loss: 3.9430e-05 - mean_squared_error: 3.9430e-05
Epoch 00058: loss did not improve from 0.00004
6718/6718 [==============================] - 41s 6ms/step - loss: 3.9400e-05 - mean_squared_error: 3.9400e-05 - val_loss: 1.5800e-05 - val_mean_squared_error: 1.5800e-05
Epoch 59/500
6718/6718 [==============================] - ETA: 0s - loss: 3.9289e-05 - mean_squared_error: 3.9289e-05
Epoch 00059: loss did not improve from 0.00004
6718/6718 [==============================] - 33s 5ms/step - loss: 3.9289e-05 - mean_squared_error: 3.9289e-05 - val_loss: 1.5964e-05 - val_mean_squared_error: 1.5964e-05
Epoch 60/500
6717/6718 [============================>.] - ETA: 0s - loss: 3.8986e-05 - mean_squared_error: 3.8986e-05
Epoch 00060: loss did not improve from 0.00004
6718/6718 [==============================] - 35s 5ms/step - loss: 3.8982e-05 - mean_squared_error: 3.8982e-05 - val_loss: 1.4906e-05 - val_mean_squared_error: 1.4906e-05
Epoch 61/500
6716/6718 [============================>.] - ETA: 0s - loss: 3.8810e-05 - mean_squared_error: 3.8810e-05
Epoch 00061: loss did not improve from 0.00004
6718/6718 [==============================] - 38s 6ms/step - loss: 3.8850e-05 - mean_squared_error: 3.8850e-05 - val_loss: 1.4209e-05 - val_mean_squared_error: 1.4209e-05
Epoch 00061: early stopping
Epoch 1/500
4476/4479 [============================>.] - ETA: 0s - loss: 1.3139e-05 - mean_squared_error: 1.3139e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/67\01-0.0000.hdf5
4479/4479 [==============================] - 31s 7ms/step - loss: 1.3135e-05 - mean_squared_error: 1.3135e-05 - val_loss: 2.3870e-06 - val_mean_squared_error: 2.3870e-06
Epoch 2/500
4479/4479 [==============================] - ETA: 0s - loss: 1.0676e-05 - mean_squared_error: 1.0676e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\02-0.0000.hdf5
4479/4479 [==============================] - 24s 5ms/step - loss: 1.0676e-05 - mean_squared_error: 1.0676e-05 - val_loss: 2.3711e-06 - val_mean_squared_error: 2.3711e-06
Epoch 3/500
4478/4479 [============================>.] - ETA: 0s - loss: 9.8082e-06 - mean_squared_error: 9.8082e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\03-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 9.8078e-06 - mean_squared_error: 9.8078e-06 - val_loss: 2.6853e-06 - val_mean_squared_error: 2.6853e-06
Epoch 4/500
4477/4479 [============================>.] - ETA: 0s - loss: 9.3575e-06 - mean_squared_error: 9.3575e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\04-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 9.3563e-06 - mean_squared_error: 9.3563e-06 - val_loss: 2.2274e-06 - val_mean_squared_error: 2.2274e-06
Epoch 5/500
4476/4479 [============================>.] - ETA: 0s - loss: 8.5134e-06 - mean_squared_error: 8.5134e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\05-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 8.5111e-06 - mean_squared_error: 8.5111e-06 - val_loss: 2.5167e-06 - val_mean_squared_error: 2.5167e-06
Epoch 6/500
4473/4479 [============================>.] - ETA: 0s - loss: 8.0365e-06 - mean_squared_error: 8.0365e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\06-0.0000.hdf5
4479/4479 [==============================] - 25s 6ms/step - loss: 8.0292e-06 - mean_squared_error: 8.0292e-06 - val_loss: 2.3253e-06 - val_mean_squared_error: 2.3253e-06
Epoch 7/500
4473/4479 [============================>.] - ETA: 0s - loss: 7.4629e-06 - mean_squared_error: 7.4629e-06
Epoch 00007: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\07-0.0000.hdf5
4479/4479 [==============================] - 28s 6ms/step - loss: 7.4589e-06 - mean_squared_error: 7.4589e-06 - val_loss: 2.7578e-06 - val_mean_squared_error: 2.7578e-06
Epoch 8/500
4473/4479 [============================>.] - ETA: 0s - loss: 7.0182e-06 - mean_squared_error: 7.0182e-06
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\08-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 7.0212e-06 - mean_squared_error: 7.0212e-06 - val_loss: 3.4874e-06 - val_mean_squared_error: 3.4874e-06
Epoch 9/500
4478/4479 [============================>.] - ETA: 0s - loss: 6.6885e-06 - mean_squared_error: 6.6885e-06
Epoch 00009: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\09-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.6882e-06 - mean_squared_error: 6.6882e-06 - val_loss: 2.0672e-06 - val_mean_squared_error: 2.0672e-06
Epoch 10/500
4479/4479 [==============================] - ETA: 0s - loss: 6.6739e-06 - mean_squared_error: 6.6739e-06
Epoch 00010: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\10-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.6739e-06 - mean_squared_error: 6.6739e-06 - val_loss: 2.0136e-06 - val_mean_squared_error: 2.0136e-06
Epoch 11/500
4477/4479 [============================>.] - ETA: 0s - loss: 6.6126e-06 - mean_squared_error: 6.6126e-06
Epoch 00011: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\11-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.6115e-06 - mean_squared_error: 6.6115e-06 - val_loss: 2.1451e-06 - val_mean_squared_error: 2.1451e-06
Epoch 12/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.4653e-06 - mean_squared_error: 6.4653e-06
Epoch 00012: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\12-0.0000.hdf5
4479/4479 [==============================] - 24s 5ms/step - loss: 6.4653e-06 - mean_squared_error: 6.4653e-06 - val_loss: 3.4906e-06 - val_mean_squared_error: 3.4906e-06
Epoch 13/500
4478/4479 [============================>.] - ETA: 0s - loss: 6.2754e-06 - mean_squared_error: 6.2754e-06
Epoch 00013: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\13-0.0000.hdf5
4479/4479 [==============================] - 27s 6ms/step - loss: 6.2751e-06 - mean_squared_error: 6.2751e-06 - val_loss: 2.5763e-06 - val_mean_squared_error: 2.5763e-06
Epoch 14/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.2880e-06 - mean_squared_error: 6.2880e-06
Epoch 00014: loss did not improve from 0.00001
4479/4479 [==============================] - 29s 6ms/step - loss: 6.2881e-06 - mean_squared_error: 6.2881e-06 - val_loss: 2.0480e-06 - val_mean_squared_error: 2.0480e-06
Epoch 15/500
4471/4479 [============================>.] - ETA: 0s - loss: 6.1521e-06 - mean_squared_error: 6.1521e-06
Epoch 00015: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\15-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 6.1484e-06 - mean_squared_error: 6.1484e-06 - val_loss: 2.2006e-06 - val_mean_squared_error: 2.2006e-06
Epoch 16/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.1928e-06 - mean_squared_error: 6.1928e-06
Epoch 00016: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 6.1911e-06 - mean_squared_error: 6.1911e-06 - val_loss: 2.3373e-06 - val_mean_squared_error: 2.3373e-06
Epoch 17/500
4476/4479 [============================>.] - ETA: 0s - loss: 6.1462e-06 - mean_squared_error: 6.1462e-06
Epoch 00017: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\17-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 6.1483e-06 - mean_squared_error: 6.1483e-06 - val_loss: 2.2543e-06 - val_mean_squared_error: 2.2543e-06
Epoch 18/500
4474/4479 [============================>.] - ETA: 0s - loss: 6.0442e-06 - mean_squared_error: 6.0442e-06
Epoch 00018: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\18-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 6.0471e-06 - mean_squared_error: 6.0471e-06 - val_loss: 2.6024e-06 - val_mean_squared_error: 2.6024e-06
Epoch 19/500
4475/4479 [============================>.] - ETA: 0s - loss: 5.9377e-06 - mean_squared_error: 5.9377e-06
Epoch 00019: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\19-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 5.9428e-06 - mean_squared_error: 5.9428e-06 - val_loss: 3.3744e-06 - val_mean_squared_error: 3.3744e-06
Epoch 20/500
4475/4479 [============================>.] - ETA: 0s - loss: 6.0984e-06 - mean_squared_error: 6.0984e-06
Epoch 00020: loss did not improve from 0.00001
4479/4479 [==============================] - 28s 6ms/step - loss: 6.0957e-06 - mean_squared_error: 6.0957e-06 - val_loss: 2.8668e-06 - val_mean_squared_error: 2.8668e-06
Epoch 21/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.9420e-06 - mean_squared_error: 5.9420e-06
Epoch 00021: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\21-0.0000.hdf5
4479/4479 [==============================] - 24s 5ms/step - loss: 5.9424e-06 - mean_squared_error: 5.9424e-06 - val_loss: 5.1303e-06 - val_mean_squared_error: 5.1303e-06
Epoch 22/500
4479/4479 [==============================] - ETA: 0s - loss: 5.9510e-06 - mean_squared_error: 5.9510e-06
Epoch 00022: loss did not improve from 0.00001
4479/4479 [==============================] - 21s 5ms/step - loss: 5.9510e-06 - mean_squared_error: 5.9510e-06 - val_loss: 2.4553e-06 - val_mean_squared_error: 2.4553e-06
Epoch 23/500
4469/4479 [============================>.] - ETA: 0s - loss: 5.9197e-06 - mean_squared_error: 5.9197e-06
Epoch 00023: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\23-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.9143e-06 - mean_squared_error: 5.9143e-06 - val_loss: 2.1121e-06 - val_mean_squared_error: 2.1121e-06
Epoch 24/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.9046e-06 - mean_squared_error: 5.9046e-06
Epoch 00024: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\24-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 5.9048e-06 - mean_squared_error: 5.9048e-06 - val_loss: 2.2421e-06 - val_mean_squared_error: 2.2421e-06
Epoch 25/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.7990e-06 - mean_squared_error: 5.7990e-06
Epoch 00025: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\25-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 5.7950e-06 - mean_squared_error: 5.7950e-06 - val_loss: 2.3821e-06 - val_mean_squared_error: 2.3821e-06
Epoch 26/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.8451e-06 - mean_squared_error: 5.8451e-06
Epoch 00026: loss did not improve from 0.00001
4479/4479 [==============================] - 29s 7ms/step - loss: 5.8499e-06 - mean_squared_error: 5.8499e-06 - val_loss: 2.0724e-06 - val_mean_squared_error: 2.0724e-06
Epoch 27/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.7979e-06 - mean_squared_error: 5.7979e-06
Epoch 00027: loss did not improve from 0.00001
4479/4479 [==============================] - 23s 5ms/step - loss: 5.7984e-06 - mean_squared_error: 5.7984e-06 - val_loss: 2.2830e-06 - val_mean_squared_error: 2.2830e-06
Epoch 28/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.7956e-06 - mean_squared_error: 5.7956e-06
Epoch 00028: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\28-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.7939e-06 - mean_squared_error: 5.7939e-06 - val_loss: 2.1684e-06 - val_mean_squared_error: 2.1684e-06
Epoch 29/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.8449e-06 - mean_squared_error: 5.8449e-06
Epoch 00029: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 5.8435e-06 - mean_squared_error: 5.8435e-06 - val_loss: 2.3315e-06 - val_mean_squared_error: 2.3315e-06
Epoch 30/500
4477/4479 [============================>.] - ETA: 0s - loss: 5.7538e-06 - mean_squared_error: 5.7538e-06
Epoch 00030: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\30-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 5.7525e-06 - mean_squared_error: 5.7525e-06 - val_loss: 2.2146e-06 - val_mean_squared_error: 2.2146e-06
Epoch 31/500
4477/4479 [============================>.] - ETA: 0s - loss: 5.8463e-06 - mean_squared_error: 5.8463e-06
Epoch 00031: loss did not improve from 0.00001
4479/4479 [==============================] - 26s 6ms/step - loss: 5.8467e-06 - mean_squared_error: 5.8467e-06 - val_loss: 2.1091e-06 - val_mean_squared_error: 2.1091e-06
Epoch 32/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.7523e-06 - mean_squared_error: 5.7523e-06
Epoch 00032: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\32-0.0000.hdf5
4479/4479 [==============================] - 28s 6ms/step - loss: 5.7472e-06 - mean_squared_error: 5.7472e-06 - val_loss: 2.1859e-06 - val_mean_squared_error: 2.1859e-06
Epoch 33/500
4479/4479 [==============================] - ETA: 0s - loss: 5.7268e-06 - mean_squared_error: 5.7268e-06
Epoch 00033: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\33-0.0000.hdf5
4479/4479 [==============================] - 23s 5ms/step - loss: 5.7268e-06 - mean_squared_error: 5.7268e-06 - val_loss: 2.1504e-06 - val_mean_squared_error: 2.1504e-06
Epoch 34/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.6873e-06 - mean_squared_error: 5.6873e-06
Epoch 00034: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\34-0.0000.hdf5
4479/4479 [==============================] - 21s 5ms/step - loss: 5.6849e-06 - mean_squared_error: 5.6849e-06 - val_loss: 2.1446e-06 - val_mean_squared_error: 2.1446e-06
Epoch 35/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.6604e-06 - mean_squared_error: 5.6604e-06
Epoch 00035: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\35-0.0000.hdf5
4479/4479 [==============================] - 26s 6ms/step - loss: 5.6566e-06 - mean_squared_error: 5.6566e-06 - val_loss: 2.0509e-06 - val_mean_squared_error: 2.0509e-06
Epoch 36/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.6600e-06 - mean_squared_error: 5.6600e-06
Epoch 00036: loss did not improve from 0.00001
4479/4479 [==============================] - 29s 7ms/step - loss: 5.6597e-06 - mean_squared_error: 5.6597e-06 - val_loss: 2.0209e-06 - val_mean_squared_error: 2.0209e-06
Epoch 37/500
4478/4479 [============================>.] - ETA: 0s - loss: 5.7118e-06 - mean_squared_error: 5.7118e-06
Epoch 00037: loss did not improve from 0.00001
4479/4479 [==============================] - 27s 6ms/step - loss: 5.7116e-06 - mean_squared_error: 5.7116e-06 - val_loss: 2.9778e-06 - val_mean_squared_error: 2.9778e-06
Epoch 38/500
4472/4479 [============================>.] - ETA: 0s - loss: 5.6904e-06 - mean_squared_error: 5.6904e-06
Epoch 00038: loss did not improve from 0.00001
4479/4479 [==============================] - 27s 6ms/step - loss: 5.6882e-06 - mean_squared_error: 5.6882e-06 - val_loss: 3.2953e-06 - val_mean_squared_error: 3.2953e-06
Epoch 39/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.7036e-06 - mean_squared_error: 5.7036e-06
Epoch 00039: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6996e-06 - mean_squared_error: 5.6996e-06 - val_loss: 2.2267e-06 - val_mean_squared_error: 2.2267e-06
Epoch 40/500
4471/4479 [============================>.] - ETA: 0s - loss: 5.6126e-06 - mean_squared_error: 5.6126e-06
Epoch 00040: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\40-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6110e-06 - mean_squared_error: 5.6110e-06 - val_loss: 2.4945e-06 - val_mean_squared_error: 2.4945e-06
Epoch 41/500
4479/4479 [==============================] - ETA: 0s - loss: 5.6099e-06 - mean_squared_error: 5.6099e-06
Epoch 00041: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\41-0.0000.hdf5
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6099e-06 - mean_squared_error: 5.6099e-06 - val_loss: 2.3498e-06 - val_mean_squared_error: 2.3498e-06
Epoch 42/500
4476/4479 [============================>.] - ETA: 0s - loss: 5.6590e-06 - mean_squared_error: 5.6590e-06
Epoch 00042: loss did not improve from 0.00001
4479/4479 [==============================] - 24s 5ms/step - loss: 5.6574e-06 - mean_squared_error: 5.6574e-06 - val_loss: 2.1412e-06 - val_mean_squared_error: 2.1412e-06
Epoch 43/500
4473/4479 [============================>.] - ETA: 0s - loss: 5.6146e-06 - mean_squared_error: 5.6146e-06
Epoch 00043: loss did not improve from 0.00001
4479/4479 [==============================] - 26s 6ms/step - loss: 5.6164e-06 - mean_squared_error: 5.6164e-06 - val_loss: 2.1357e-06 - val_mean_squared_error: 2.1357e-06
Epoch 44/500
4474/4479 [============================>.] - ETA: 0s - loss: 5.5204e-06 - mean_squared_error: 5.5204e-06
Epoch 00044: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/67\44-0.0000.hdf5
4479/4479 [==============================] - 29s 6ms/step - loss: 5.5328e-06 - mean_squared_error: 5.5328e-06 - val_loss: 2.1338e-06 - val_mean_squared_error: 2.1338e-06
Epoch 45/500
4472/4479 [============================>.] - ETA: 0s - loss: 5.6113e-06 - mean_squared_error: 5.6113e-06
Epoch 00045: loss did not improve from 0.00001
4479/4479 [==============================] - 24s 5ms/step - loss: 5.6272e-06 - mean_squared_error: 5.6272e-06 - val_loss: 5.0490e-06 - val_mean_squared_error: 5.0490e-06
Epoch 46/500
4470/4479 [============================>.] - ETA: 0s - loss: 5.6615e-06 - mean_squared_error: 5.6615e-06
Epoch 00046: loss did not improve from 0.00001
4479/4479 [==============================] - 21s 5ms/step - loss: 5.6600e-06 - mean_squared_error: 5.6600e-06 - val_loss: 2.0334e-06 - val_mean_squared_error: 2.0334e-06
Epoch 47/500
4477/4479 [============================>.] - ETA: 0s - loss: 5.6354e-06 - mean_squared_error: 5.6354e-06
Epoch 00047: loss did not improve from 0.00001
4479/4479 [==============================] - 22s 5ms/step - loss: 5.6350e-06 - mean_squared_error: 5.6350e-06 - val_loss: 2.1506e-06 - val_mean_squared_error: 2.1506e-06
Epoch 48/500
4479/4479 [==============================] - ETA: 0s - loss: 5.5861e-06 - mean_squared_error: 5.5861e-06
Epoch 00048: loss did not improve from 0.00001
4479/4479 [==============================] - 23s 5ms/step - loss: 5.5861e-06 - mean_squared_error: 5.5861e-06 - val_loss: 3.0862e-06 - val_mean_squared_error: 3.0862e-06
Epoch 49/500
4479/4479 [==============================] - ETA: 0s - loss: 5.6254e-06 - mean_squared_error: 5.6254e-06
Epoch 00049: loss did not improve from 0.00001
4479/4479 [==============================] - 25s 6ms/step - loss: 5.6254e-06 - mean_squared_error: 5.6254e-06 - val_loss: 2.2578e-06 - val_mean_squared_error: 2.2578e-06
Epoch 00049: early stopping
Epoch 1/500
4422/4427 [============================>.] - ETA: 0s - loss: 4.8100e-06 - mean_squared_error: 4.8100e-06
Epoch 00001: loss improved from inf to 0.00000, saving model to ./model_LSTM/68\01-0.0000.hdf5
4427/4427 [==============================] - 29s 7ms/step - loss: 4.8061e-06 - mean_squared_error: 4.8061e-06 - val_loss: 6.9215e-07 - val_mean_squared_error: 6.9215e-07
Epoch 2/500
4422/4427 [============================>.] - ETA: 0s - loss: 4.2601e-06 - mean_squared_error: 4.2601e-06
Epoch 00002: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\02-0.0000.hdf5
4427/4427 [==============================] - 25s 6ms/step - loss: 4.2566e-06 - mean_squared_error: 4.2566e-06 - val_loss: 8.1002e-07 - val_mean_squared_error: 8.1002e-07
Epoch 3/500
4422/4427 [============================>.] - ETA: 0s - loss: 4.1278e-06 - mean_squared_error: 4.1278e-06
Epoch 00003: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\03-0.0000.hdf5
4427/4427 [==============================] - 24s 5ms/step - loss: 4.1253e-06 - mean_squared_error: 4.1253e-06 - val_loss: 2.9860e-06 - val_mean_squared_error: 2.9860e-06
Epoch 4/500
4426/4427 [============================>.] - ETA: 0s - loss: 4.0590e-06 - mean_squared_error: 4.0590e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\04-0.0000.hdf5
4427/4427 [==============================] - 24s 5ms/step - loss: 4.0589e-06 - mean_squared_error: 4.0589e-06 - val_loss: 7.2301e-07 - val_mean_squared_error: 7.2301e-07
Epoch 5/500
4417/4427 [============================>.] - ETA: 0s - loss: 4.0716e-06 - mean_squared_error: 4.0716e-06
Epoch 00005: loss did not improve from 0.00000
4427/4427 [==============================] - 29s 7ms/step - loss: 4.0669e-06 - mean_squared_error: 4.0669e-06 - val_loss: 1.0315e-06 - val_mean_squared_error: 1.0315e-06
Epoch 6/500
4421/4427 [============================>.] - ETA: 0s - loss: 3.9871e-06 - mean_squared_error: 3.9871e-06
Epoch 00006: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\06-0.0000.hdf5
4427/4427 [==============================] - 35s 8ms/step - loss: 3.9837e-06 - mean_squared_error: 3.9837e-06 - val_loss: 7.5529e-07 - val_mean_squared_error: 7.5529e-07
Epoch 7/500
4418/4427 [============================>.] - ETA: 0s - loss: 4.0516e-06 - mean_squared_error: 4.0516e-06
Epoch 00007: loss did not improve from 0.00000
4427/4427 [==============================] - 31s 7ms/step - loss: 4.0508e-06 - mean_squared_error: 4.0508e-06 - val_loss: 7.1118e-07 - val_mean_squared_error: 7.1118e-07
Epoch 8/500
4421/4427 [============================>.] - ETA: 0s - loss: 3.9974e-06 - mean_squared_error: 3.9974e-06
Epoch 00008: loss did not improve from 0.00000
4427/4427 [==============================] - 26s 6ms/step - loss: 3.9943e-06 - mean_squared_error: 3.9943e-06 - val_loss: 2.1555e-06 - val_mean_squared_error: 2.1555e-06
Epoch 9/500
4426/4427 [============================>.] - ETA: 0s - loss: 4.0237e-06 - mean_squared_error: 4.0237e-06
Epoch 00009: loss did not improve from 0.00000
4427/4427 [==============================] - 26s 6ms/step - loss: 4.0234e-06 - mean_squared_error: 4.0234e-06 - val_loss: 6.8679e-07 - val_mean_squared_error: 6.8679e-07
Epoch 10/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.9942e-06 - mean_squared_error: 3.9942e-06
Epoch 00010: loss did not improve from 0.00000
4427/4427 [==============================] - 26s 6ms/step - loss: 3.9950e-06 - mean_squared_error: 3.9950e-06 - val_loss: 7.4569e-06 - val_mean_squared_error: 7.4569e-06
Epoch 11/500
4423/4427 [============================>.] - ETA: 0s - loss: 3.9156e-06 - mean_squared_error: 3.9156e-06
Epoch 00011: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\11-0.0000.hdf5
4427/4427 [==============================] - 39s 9ms/step - loss: 3.9172e-06 - mean_squared_error: 3.9172e-06 - val_loss: 1.0998e-06 - val_mean_squared_error: 1.0998e-06
Epoch 12/500
4424/4427 [============================>.] - ETA: 0s - loss: 4.0004e-06 - mean_squared_error: 4.0004e-06
Epoch 00012: loss did not improve from 0.00000
4427/4427 [==============================] - 36s 8ms/step - loss: 3.9996e-06 - mean_squared_error: 3.9996e-06 - val_loss: 6.8973e-07 - val_mean_squared_error: 6.8973e-07
Epoch 13/500
4418/4427 [============================>.] - ETA: 0s - loss: 3.9327e-06 - mean_squared_error: 3.9327e-06
Epoch 00013: loss did not improve from 0.00000
4427/4427 [==============================] - 23s 5ms/step - loss: 3.9315e-06 - mean_squared_error: 3.9315e-06 - val_loss: 8.3836e-07 - val_mean_squared_error: 8.3836e-07
Epoch 14/500
4420/4427 [============================>.] - ETA: 0s - loss: 3.8554e-06 - mean_squared_error: 3.8554e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\14-0.0000.hdf5
4427/4427 [==============================] - 22s 5ms/step - loss: 3.8669e-06 - mean_squared_error: 3.8669e-06 - val_loss: 8.1991e-07 - val_mean_squared_error: 8.1991e-07
Epoch 15/500
4425/4427 [============================>.] - ETA: 0s - loss: 3.9103e-06 - mean_squared_error: 3.9103e-06
Epoch 00015: loss did not improve from 0.00000
4427/4427 [==============================] - 22s 5ms/step - loss: 3.9107e-06 - mean_squared_error: 3.9107e-06 - val_loss: 8.5348e-07 - val_mean_squared_error: 8.5348e-07
Epoch 16/500
4427/4427 [==============================] - ETA: 0s - loss: 3.9149e-06 - mean_squared_error: 3.9149e-06
Epoch 00016: loss did not improve from 0.00000
4427/4427 [==============================] - 25s 6ms/step - loss: 3.9149e-06 - mean_squared_error: 3.9149e-06 - val_loss: 7.4769e-07 - val_mean_squared_error: 7.4769e-07
Epoch 17/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8681e-06 - mean_squared_error: 3.8681e-06 ETA: 0s - loss: 3.8957e-06 - mean
Epoch 00017: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\17-0.0000.hdf5
4427/4427 [==============================] - 30s 7ms/step - loss: 3.8664e-06 - mean_squared_error: 3.8664e-06 - val_loss: 7.3375e-07 - val_mean_squared_error: 7.3375e-07
Epoch 18/500
4422/4427 [============================>.] - ETA: 0s - loss: 3.8661e-06 - mean_squared_error: 3.8661e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\18-0.0000.hdf5
4427/4427 [==============================] - 28s 6ms/step - loss: 3.8643e-06 - mean_squared_error: 3.8643e-06 - val_loss: 2.7230e-06 - val_mean_squared_error: 2.7230e-06
Epoch 19/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8259e-06 - mean_squared_error: 3.8259e-06
Epoch 00019: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\19-0.0000.hdf5
4427/4427 [==============================] - 22s 5ms/step - loss: 3.8242e-06 - mean_squared_error: 3.8242e-06 - val_loss: 7.7894e-07 - val_mean_squared_error: 7.7894e-07
Epoch 20/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8202e-06 - mean_squared_error: 3.8202e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\20-0.0000.hdf5
4427/4427 [==============================] - 22s 5ms/step - loss: 3.8188e-06 - mean_squared_error: 3.8188e-06 - val_loss: 7.5474e-07 - val_mean_squared_error: 7.5474e-07
Epoch 21/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.8637e-06 - mean_squared_error: 3.8637e-06
Epoch 00021: loss did not improve from 0.00000
4427/4427 [==============================] - 24s 6ms/step - loss: 3.8691e-06 - mean_squared_error: 3.8691e-06 - val_loss: 8.8629e-07 - val_mean_squared_error: 8.8629e-07
Epoch 22/500
4417/4427 [============================>.] - ETA: 0s - loss: 3.8213e-06 - mean_squared_error: 3.8213e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\22-0.0000.hdf5
4427/4427 [==============================] - 26s 6ms/step - loss: 3.8146e-06 - mean_squared_error: 3.8146e-06 - val_loss: 8.4194e-07 - val_mean_squared_error: 8.4194e-07
Epoch 23/500
4424/4427 [============================>.] - ETA: 0s - loss: 3.6993e-06 - mean_squared_error: 3.6993e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/68\23-0.0000.hdf5
4427/4427 [==============================] - 34s 8ms/step - loss: 3.6985e-06 - mean_squared_error: 3.6985e-06 - val_loss: 7.5796e-07 - val_mean_squared_error: 7.5796e-07
Epoch 24/500
4423/4427 [============================>.] - ETA: 0s - loss: 3.7618e-06 - mean_squared_error: 3.7618e-06
Epoch 00024: loss did not improve from 0.00000
4427/4427 [==============================] - 27s 6ms/step - loss: 3.7600e-06 - mean_squared_error: 3.7600e-06 - val_loss: 7.0970e-07 - val_mean_squared_error: 7.0970e-07
Epoch 25/500
4418/4427 [============================>.] - ETA: 0s - loss: 3.8269e-06 - mean_squared_error: 3.8269e-06
Epoch 00025: loss did not improve from 0.00000
4427/4427 [==============================] - 23s 5ms/step - loss: 3.8230e-06 - mean_squared_error: 3.8230e-06 - val_loss: 7.2561e-07 - val_mean_squared_error: 7.2561e-07
Epoch 26/500
4420/4427 [============================>.] - ETA: 0s - loss: 3.7791e-06 - mean_squared_error: 3.7791e-06
Epoch 00026: loss did not improve from 0.00000
4427/4427 [==============================] - 22s 5ms/step - loss: 3.7769e-06 - mean_squared_error: 3.7769e-06 - val_loss: 9.1760e-07 - val_mean_squared_error: 9.1760e-07
Epoch 27/500
4426/4427 [============================>.] - ETA: 0s - loss: 3.8268e-06 - mean_squared_error: 3.8268e-06
Epoch 00027: loss did not improve from 0.00000
4427/4427 [==============================] - 23s 5ms/step - loss: 3.8265e-06 - mean_squared_error: 3.8265e-06 - val_loss: 7.5751e-07 - val_mean_squared_error: 7.5751e-07
Epoch 28/500
4427/4427 [==============================] - ETA: 0s - loss: 3.7343e-06 - mean_squared_error: 3.7343e-06 ETA: 0s - loss: 3.7758e-0
Epoch 00028: loss did not improve from 0.00000
4427/4427 [==============================] - 38s 9ms/step - loss: 3.7343e-06 - mean_squared_error: 3.7343e-06 - val_loss: 9.0431e-07 - val_mean_squared_error: 9.0431e-07
Epoch 00028: early stopping
Epoch 1/500
4393/4394 [============================>.] - ETA: 0s - loss: 9.8731e-06 - mean_squared_error: 9.8731e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/69\01-0.0000.hdf5
4394/4394 [==============================] - 43s 10ms/step - loss: 9.8729e-06 - mean_squared_error: 9.8729e-06 - val_loss: 3.2389e-06 - val_mean_squared_error: 3.2389e-06
Epoch 2/500
4388/4394 [============================>.] - ETA: 0s - loss: 8.6412e-06 - mean_squared_error: 8.6412e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/69\02-0.0000.hdf5
4394/4394 [==============================] - 33s 8ms/step - loss: 8.6331e-06 - mean_squared_error: 8.6331e-06 - val_loss: 3.2274e-06 - val_mean_squared_error: 3.2274e-06
Epoch 3/500
4386/4394 [============================>.] - ETA: 0s - loss: 8.7216e-06 - mean_squared_error: 8.7216e-06
Epoch 00003: loss did not improve from 0.00001
4394/4394 [==============================] - 27s 6ms/step - loss: 8.7102e-06 - mean_squared_error: 8.7102e-06 - val_loss: 3.6560e-06 - val_mean_squared_error: 3.6560e-06
Epoch 4/500
4393/4394 [============================>.] - ETA: 0s - loss: 8.4431e-06 - mean_squared_error: 8.4431e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/69\04-0.0000.hdf5
4394/4394 [==============================] - 34s 8ms/step - loss: 8.4429e-06 - mean_squared_error: 8.4429e-06 - val_loss: 3.4279e-06 - val_mean_squared_error: 3.4279e-06
Epoch 5/500
4391/4394 [============================>.] - ETA: 0s - loss: 8.0801e-06 - mean_squared_error: 8.0801e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/69\05-0.0000.hdf5
4394/4394 [==============================] - 31s 7ms/step - loss: 8.0771e-06 - mean_squared_error: 8.0771e-06 - val_loss: 3.1467e-06 - val_mean_squared_error: 3.1467e-06
Epoch 6/500
4394/4394 [==============================] - ETA: 0s - loss: 8.3213e-06 - mean_squared_error: 8.3213e-06
Epoch 00006: loss did not improve from 0.00001
4394/4394 [==============================] - 28s 6ms/step - loss: 8.3213e-06 - mean_squared_error: 8.3213e-06 - val_loss: 2.8374e-06 - val_mean_squared_error: 2.8374e-06
Epoch 7/500
4393/4394 [============================>.] - ETA: 0s - loss: 8.2738e-06 - mean_squared_error: 8.2738e-06
Epoch 00007: loss did not improve from 0.00001
4394/4394 [==============================] - 23s 5ms/step - loss: 8.2736e-06 - mean_squared_error: 8.2736e-06 - val_loss: 2.8530e-06 - val_mean_squared_error: 2.8530e-06
Epoch 8/500
4383/4394 [============================>.] - ETA: 0s - loss: 8.2705e-06 - mean_squared_error: 8.2705e-06
Epoch 00008: loss did not improve from 0.00001
4394/4394 [==============================] - 22s 5ms/step - loss: 8.2566e-06 - mean_squared_error: 8.2566e-06 - val_loss: 2.8775e-06 - val_mean_squared_error: 2.8775e-06
Epoch 9/500
4388/4394 [============================>.] - ETA: 0s - loss: 8.2285e-06 - mean_squared_error: 8.2285e-06
Epoch 00009: loss did not improve from 0.00001
4394/4394 [==============================] - 24s 5ms/step - loss: 8.2237e-06 - mean_squared_error: 8.2237e-06 - val_loss: 2.9060e-06 - val_mean_squared_error: 2.9060e-06
Epoch 10/500
4384/4394 [============================>.] - ETA: 0s - loss: 8.2978e-06 - mean_squared_error: 8.2978e-06
Epoch 00010: loss did not improve from 0.00001
4394/4394 [==============================] - 25s 6ms/step - loss: 8.2902e-06 - mean_squared_error: 8.2902e-06 - val_loss: 2.7374e-06 - val_mean_squared_error: 2.7374e-06
Epoch 00010: early stopping
Epoch 1/500
13249/13254 [============================>.] - ETA: 0s - loss: 7.3570e-06 - mean_squared_error: 7.3570e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/70\01-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 7.3547e-06 - mean_squared_error: 7.3547e-06 - val_loss: 3.0908e-06 - val_mean_squared_error: 3.0908e-06
Epoch 2/500
13254/13254 [==============================] - ETA: 0s - loss: 6.9273e-06 - mean_squared_error: 6.9273e-06
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\02-0.0000.hdf5
13254/13254 [==============================] - 71s 5ms/step - loss: 6.9273e-06 - mean_squared_error: 6.9273e-06 - val_loss: 3.8243e-06 - val_mean_squared_error: 3.8243e-06
Epoch 3/500
13248/13254 [============================>.] - ETA: 0s - loss: 6.7746e-06 - mean_squared_error: 6.7746e-06
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\03-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 6.7728e-06 - mean_squared_error: 6.7728e-06 - val_loss: 4.6373e-06 - val_mean_squared_error: 4.6373e-06
Epoch 4/500
13252/13254 [============================>.] - ETA: 0s - loss: 6.4752e-06 - mean_squared_error: 6.4752e-06
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\04-0.0000.hdf5
13254/13254 [==============================] - 69s 5ms/step - loss: 6.4749e-06 - mean_squared_error: 6.4749e-06 - val_loss: 2.5488e-06 - val_mean_squared_error: 2.5488e-06
Epoch 5/500
13245/13254 [============================>.] - ETA: 0s - loss: 5.9239e-06 - mean_squared_error: 5.9239e-06
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\05-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 5.9210e-06 - mean_squared_error: 5.9210e-06 - val_loss: 3.2410e-06 - val_mean_squared_error: 3.2410e-06
Epoch 6/500
13253/13254 [============================>.] - ETA: 0s - loss: 5.3836e-06 - mean_squared_error: 5.3836e-06
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/70\06-0.0000.hdf5
13254/13254 [==============================] - 71s 5ms/step - loss: 5.3833e-06 - mean_squared_error: 5.3833e-06 - val_loss: 2.3095e-06 - val_mean_squared_error: 2.3095e-06
Epoch 7/500
13254/13254 [==============================] - ETA: 0s - loss: 4.9744e-06 - mean_squared_error: 4.9744e-06
Epoch 00007: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/70\07-0.0000.hdf5
13254/13254 [==============================] - 79s 6ms/step - loss: 4.9744e-06 - mean_squared_error: 4.9744e-06 - val_loss: 2.6210e-06 - val_mean_squared_error: 2.6210e-06
Epoch 8/500
13252/13254 [============================>.] - ETA: 0s - loss: 4.7458e-06 - mean_squared_error: 4.7458e-06
Epoch 00008: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\08-0.0000.hdf5
13254/13254 [==============================] - 70s 5ms/step - loss: 4.7501e-06 - mean_squared_error: 4.7501e-06 - val_loss: 3.1317e-06 - val_mean_squared_error: 3.1317e-06
Epoch 9/500
13244/13254 [============================>.] - ETA: 0s - loss: 4.4952e-06 - mean_squared_error: 4.4952e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\09-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 4.4990e-06 - mean_squared_error: 4.4990e-06 - val_loss: 3.1064e-06 - val_mean_squared_error: 3.1064e-06
Epoch 10/500
13254/13254 [==============================] - ETA: 0s - loss: 4.3808e-06 - mean_squared_error: 4.3808e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\10-0.0000.hdf5
13254/13254 [==============================] - 69s 5ms/step - loss: 4.3808e-06 - mean_squared_error: 4.3808e-06 - val_loss: 2.0701e-06 - val_mean_squared_error: 2.0701e-06
Epoch 11/500
13247/13254 [============================>.] - ETA: 0s - loss: 4.3083e-06 - mean_squared_error: 4.3083e-06
Epoch 00011: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\11-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 4.3065e-06 - mean_squared_error: 4.3065e-06 - val_loss: 2.3370e-06 - val_mean_squared_error: 2.3370e-06
Epoch 12/500
13253/13254 [============================>.] - ETA: 0s - loss: 4.2092e-06 - mean_squared_error: 4.2092e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\12-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 4.2089e-06 - mean_squared_error: 4.2089e-06 - val_loss: 2.1487e-06 - val_mean_squared_error: 2.1487e-06
Epoch 13/500
13251/13254 [============================>.] - ETA: 0s - loss: 4.1684e-06 - mean_squared_error: 4.1684e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\13-0.0000.hdf5
13254/13254 [==============================] - 82s 6ms/step - loss: 4.1709e-06 - mean_squared_error: 4.1709e-06 - val_loss: 2.6978e-06 - val_mean_squared_error: 2.6978e-06
Epoch 14/500
13249/13254 [============================>.] - ETA: 0s - loss: 4.1362e-06 - mean_squared_error: 4.1362e-06
Epoch 00014: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\14-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 4.1361e-06 - mean_squared_error: 4.1361e-06 - val_loss: 3.6925e-06 - val_mean_squared_error: 3.6925e-06
Epoch 15/500
13254/13254 [==============================] - ETA: 0s - loss: 4.0185e-06 - mean_squared_error: 4.0185e-06
Epoch 00015: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\15-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 4.0185e-06 - mean_squared_error: 4.0185e-06 - val_loss: 1.9905e-06 - val_mean_squared_error: 1.9905e-06
Epoch 16/500
13250/13254 [============================>.] - ETA: 0s - loss: 4.0165e-06 - mean_squared_error: 4.0165e-06
Epoch 00016: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\16-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 4.0157e-06 - mean_squared_error: 4.0157e-06 - val_loss: 2.0820e-06 - val_mean_squared_error: 2.0820e-06
Epoch 17/500
13254/13254 [==============================] - ETA: 0s - loss: 3.9541e-06 - mean_squared_error: 3.9541e-06
Epoch 00017: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\17-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.9541e-06 - mean_squared_error: 3.9541e-06 - val_loss: 2.1959e-06 - val_mean_squared_error: 2.1959e-06
Epoch 18/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.8900e-06 - mean_squared_error: 3.8900e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\18-0.0000.hdf5
13254/13254 [==============================] - 69s 5ms/step - loss: 3.8904e-06 - mean_squared_error: 3.8904e-06 - val_loss: 2.0666e-06 - val_mean_squared_error: 2.0666e-06
Epoch 19/500
13245/13254 [============================>.] - ETA: 0s - loss: 3.8854e-06 - mean_squared_error: 3.8854e-06
Epoch 00019: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\19-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.8834e-06 - mean_squared_error: 3.8834e-06 - val_loss: 2.0028e-06 - val_mean_squared_error: 2.0028e-06
Epoch 20/500
13247/13254 [============================>.] - ETA: 0s - loss: 3.8266e-06 - mean_squared_error: 3.8266e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\20-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 3.8264e-06 - mean_squared_error: 3.8264e-06 - val_loss: 4.8387e-06 - val_mean_squared_error: 4.8387e-06
Epoch 21/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.7931e-06 - mean_squared_error: 3.7931e-06
Epoch 00021: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\21-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.7928e-06 - mean_squared_error: 3.7928e-06 - val_loss: 2.2963e-06 - val_mean_squared_error: 2.2963e-06
Epoch 22/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.7683e-06 - mean_squared_error: 3.7683e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\22-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 3.7670e-06 - mean_squared_error: 3.7670e-06 - val_loss: 2.2377e-06 - val_mean_squared_error: 2.2377e-06
Epoch 23/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.7269e-06 - mean_squared_error: 3.7269e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\23-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.7267e-06 - mean_squared_error: 3.7267e-06 - val_loss: 1.8859e-06 - val_mean_squared_error: 1.8859e-06
Epoch 24/500
13246/13254 [============================>.] - ETA: 0s - loss: 3.6838e-06 - mean_squared_error: 3.6838e-06
Epoch 00024: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\24-0.0000.hdf5
13254/13254 [==============================] - 71s 5ms/step - loss: 3.6837e-06 - mean_squared_error: 3.6837e-06 - val_loss: 1.9056e-06 - val_mean_squared_error: 1.9056e-06
Epoch 25/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.7058e-06 - mean_squared_error: 3.7058e-06
Epoch 00025: loss did not improve from 0.00000
13254/13254 [==============================] - 80s 6ms/step - loss: 3.7042e-06 - mean_squared_error: 3.7042e-06 - val_loss: 1.8912e-06 - val_mean_squared_error: 1.8912e-06
Epoch 26/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.6686e-06 - mean_squared_error: 3.6686e-06
Epoch 00026: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\26-0.0000.hdf5
13254/13254 [==============================] - 73s 5ms/step - loss: 3.6686e-06 - mean_squared_error: 3.6686e-06 - val_loss: 1.9269e-06 - val_mean_squared_error: 1.9269e-06
Epoch 27/500
13246/13254 [============================>.] - ETA: 0s - loss: 3.6493e-06 - mean_squared_error: 3.6493e-06
Epoch 00027: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\27-0.0000.hdf5
13254/13254 [==============================] - 85s 6ms/step - loss: 3.6475e-06 - mean_squared_error: 3.6475e-06 - val_loss: 1.9588e-06 - val_mean_squared_error: 1.9588e-06
Epoch 28/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.6215e-06 - mean_squared_error: 3.6215e-06
Epoch 00028: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\28-0.0000.hdf5
13254/13254 [==============================] - 68s 5ms/step - loss: 3.6211e-06 - mean_squared_error: 3.6211e-06 - val_loss: 3.2506e-06 - val_mean_squared_error: 3.2506e-06
Epoch 29/500
13247/13254 [============================>.] - ETA: 0s - loss: 3.5564e-06 - mean_squared_error: 3.5564e-06
Epoch 00029: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\29-0.0000.hdf5
13254/13254 [==============================] - 81s 6ms/step - loss: 3.5549e-06 - mean_squared_error: 3.5549e-06 - val_loss: 1.8571e-06 - val_mean_squared_error: 1.8571e-06
Epoch 30/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.5636e-06 - mean_squared_error: 3.5636e-06
Epoch 00030: loss did not improve from 0.00000
13254/13254 [==============================] - 77s 6ms/step - loss: 3.5634e-06 - mean_squared_error: 3.5634e-06 - val_loss: 1.8005e-06 - val_mean_squared_error: 1.8005e-06
Epoch 31/500
13254/13254 [==============================] - ETA: 0s - loss: 3.5537e-06 - mean_squared_error: 3.5537e-06
Epoch 00031: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\31-0.0000.hdf5
13254/13254 [==============================] - 83s 6ms/step - loss: 3.5537e-06 - mean_squared_error: 3.5537e-06 - val_loss: 2.1164e-06 - val_mean_squared_error: 2.1164e-06
Epoch 32/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.5273e-06 - mean_squared_error: 3.5273e-06
Epoch 00032: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\32-0.0000.hdf5
13254/13254 [==============================] - 78s 6ms/step - loss: 3.5269e-06 - mean_squared_error: 3.5269e-06 - val_loss: 2.5299e-06 - val_mean_squared_error: 2.5299e-06
Epoch 33/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.5413e-06 - mean_squared_error: 3.5413e-06
Epoch 00033: loss did not improve from 0.00000
13254/13254 [==============================] - 82s 6ms/step - loss: 3.5411e-06 - mean_squared_error: 3.5411e-06 - val_loss: 2.4345e-06 - val_mean_squared_error: 2.4345e-06
Epoch 34/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.4838e-06 - mean_squared_error: 3.4838e-06
Epoch 00034: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\34-0.0000.hdf5
13254/13254 [==============================] - 70s 5ms/step - loss: 3.4830e-06 - mean_squared_error: 3.4830e-06 - val_loss: 1.8539e-06 - val_mean_squared_error: 1.8539e-06
Epoch 35/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.4471e-06 - mean_squared_error: 3.4471e-06
Epoch 00035: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\35-0.0000.hdf5
13254/13254 [==============================] - 79s 6ms/step - loss: 3.4464e-06 - mean_squared_error: 3.4464e-06 - val_loss: 2.3676e-06 - val_mean_squared_error: 2.3676e-06
Epoch 36/500
13254/13254 [==============================] - ETA: 0s - loss: 3.4708e-06 - mean_squared_error: 3.4708e-06
Epoch 00036: loss did not improve from 0.00000
13254/13254 [==============================] - 67s 5ms/step - loss: 3.4708e-06 - mean_squared_error: 3.4708e-06 - val_loss: 5.8506e-06 - val_mean_squared_error: 5.8506e-06
Epoch 37/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.4669e-06 - mean_squared_error: 3.4669e-06
Epoch 00037: loss did not improve from 0.00000
13254/13254 [==============================] - 104s 8ms/step - loss: 3.4665e-06 - mean_squared_error: 3.4665e-06 - val_loss: 1.8245e-06 - val_mean_squared_error: 1.8245e-06
Epoch 38/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.4584e-06 - mean_squared_error: 3.4584e-06
Epoch 00038: loss did not improve from 0.00000
13254/13254 [==============================] - 86s 7ms/step - loss: 3.4578e-06 - mean_squared_error: 3.4578e-06 - val_loss: 1.7668e-06 - val_mean_squared_error: 1.7668e-06
Epoch 39/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.4310e-06 - mean_squared_error: 3.4310e-06
Epoch 00039: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\39-0.0000.hdf5
13254/13254 [==============================] - 83s 6ms/step - loss: 3.4311e-06 - mean_squared_error: 3.4311e-06 - val_loss: 2.4882e-06 - val_mean_squared_error: 2.4882e-06
Epoch 40/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.4328e-06 - mean_squared_error: 3.4328e-06
Epoch 00040: loss did not improve from 0.00000
13254/13254 [==============================] - 79s 6ms/step - loss: 3.4319e-06 - mean_squared_error: 3.4319e-06 - val_loss: 1.7208e-06 - val_mean_squared_error: 1.7208e-06
Epoch 41/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.4214e-06 - mean_squared_error: 3.4214e-06
Epoch 00041: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\41-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.4205e-06 - mean_squared_error: 3.4205e-06 - val_loss: 1.7414e-06 - val_mean_squared_error: 1.7414e-06
Epoch 42/500
13247/13254 [============================>.] - ETA: 0s - loss: 3.3944e-06 - mean_squared_error: 3.3944e-06
Epoch 00042: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\42-0.0000.hdf5
13254/13254 [==============================] - 97s 7ms/step - loss: 3.3941e-06 - mean_squared_error: 3.3941e-06 - val_loss: 2.1262e-06 - val_mean_squared_error: 2.1262e-06
Epoch 43/500
13246/13254 [============================>.] - ETA: 0s - loss: 3.3868e-06 - mean_squared_error: 3.3868e-06
Epoch 00043: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\43-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3856e-06 - mean_squared_error: 3.3856e-06 - val_loss: 1.9202e-06 - val_mean_squared_error: 1.9202e-06
Epoch 44/500
13249/13254 [============================>.] - ETA: 0s - loss: 3.4143e-06 - mean_squared_error: 3.4143e-06
Epoch 00044: loss did not improve from 0.00000
13254/13254 [==============================] - 84s 6ms/step - loss: 3.4132e-06 - mean_squared_error: 3.4132e-06 - val_loss: 1.7454e-06 - val_mean_squared_error: 1.7454e-06
Epoch 45/500
13249/13254 [============================>.] - ETA: 0s - loss: 3.3871e-06 - mean_squared_error: 3.3871e-06
Epoch 00045: loss did not improve from 0.00000
13254/13254 [==============================] - 72s 5ms/step - loss: 3.3859e-06 - mean_squared_error: 3.3859e-06 - val_loss: 1.7453e-06 - val_mean_squared_error: 1.7453e-06
Epoch 46/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.3925e-06 - mean_squared_error: 3.3925e-06
Epoch 00046: loss did not improve from 0.00000
13254/13254 [==============================] - 85s 6ms/step - loss: 3.3916e-06 - mean_squared_error: 3.3916e-06 - val_loss: 1.7353e-06 - val_mean_squared_error: 1.7353e-06
Epoch 47/500
13254/13254 [==============================] - ETA: 0s - loss: 3.3787e-06 - mean_squared_error: 3.3787e-06
Epoch 00047: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\47-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3787e-06 - mean_squared_error: 3.3787e-06 - val_loss: 1.8352e-06 - val_mean_squared_error: 1.8352e-06
Epoch 48/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.3687e-06 - mean_squared_error: 3.3687e-06
Epoch 00048: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\48-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3685e-06 - mean_squared_error: 3.3685e-06 - val_loss: 1.8155e-06 - val_mean_squared_error: 1.8155e-06
Epoch 49/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.3198e-06 - mean_squared_error: 3.3198e-06
Epoch 00049: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\49-0.0000.hdf5
13254/13254 [==============================] - 70s 5ms/step - loss: 3.3191e-06 - mean_squared_error: 3.3191e-06 - val_loss: 1.7642e-06 - val_mean_squared_error: 1.7642e-06
Epoch 50/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.3663e-06 - mean_squared_error: 3.3663e-06
Epoch 00050: loss did not improve from 0.00000
13254/13254 [==============================] - 77s 6ms/step - loss: 3.3662e-06 - mean_squared_error: 3.3662e-06 - val_loss: 1.9848e-06 - val_mean_squared_error: 1.9848e-06
Epoch 51/500
13250/13254 [============================>.] - ETA: 0s - loss: 3.3457e-06 - mean_squared_error: 3.3457e-06
Epoch 00051: loss did not improve from 0.00000
13254/13254 [==============================] - 69s 5ms/step - loss: 3.3450e-06 - mean_squared_error: 3.3450e-06 - val_loss: 2.0336e-06 - val_mean_squared_error: 2.0336e-06
Epoch 52/500
13253/13254 [============================>.] - ETA: 0s - loss: 3.3163e-06 - mean_squared_error: 3.3163e-06
Epoch 00052: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/70\52-0.0000.hdf5
13254/13254 [==============================] - 80s 6ms/step - loss: 3.3161e-06 - mean_squared_error: 3.3161e-06 - val_loss: 2.2086e-06 - val_mean_squared_error: 2.2086e-06
Epoch 53/500
13248/13254 [============================>.] - ETA: 0s - loss: 3.3208e-06 - mean_squared_error: 3.3208e-06
Epoch 00053: loss did not improve from 0.00000
13254/13254 [==============================] - 67s 5ms/step - loss: 3.3194e-06 - mean_squared_error: 3.3194e-06 - val_loss: 1.7296e-06 - val_mean_squared_error: 1.7296e-06
Epoch 54/500
13254/13254 [==============================] - ETA: 0s - loss: 3.3332e-06 - mean_squared_error: 3.3332e-06
Epoch 00054: loss did not improve from 0.00000
13254/13254 [==============================] - 79s 6ms/step - loss: 3.3332e-06 - mean_squared_error: 3.3332e-06 - val_loss: 1.7343e-06 - val_mean_squared_error: 1.7343e-06
Epoch 55/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.3675e-06 - mean_squared_error: 3.3675e-06
Epoch 00055: loss did not improve from 0.00000
13254/13254 [==============================] - 67s 5ms/step - loss: 3.3669e-06 - mean_squared_error: 3.3669e-06 - val_loss: 1.9223e-06 - val_mean_squared_error: 1.9223e-06
Epoch 56/500
13252/13254 [============================>.] - ETA: 0s - loss: 3.3308e-06 - mean_squared_error: 3.3308e-06
Epoch 00056: loss did not improve from 0.00000
13254/13254 [==============================] - 86s 6ms/step - loss: 3.3304e-06 - mean_squared_error: 3.3304e-06 - val_loss: 1.7213e-06 - val_mean_squared_error: 1.7213e-06
Epoch 57/500
13251/13254 [============================>.] - ETA: 0s - loss: 3.3546e-06 - mean_squared_error: 3.3546e-06
Epoch 00057: loss did not improve from 0.00000
13254/13254 [==============================] - 66s 5ms/step - loss: 3.3541e-06 - mean_squared_error: 3.3541e-06 - val_loss: 2.1877e-06 - val_mean_squared_error: 2.1877e-06
Epoch 00057: early stopping
Epoch 1/500
8870/8874 [============================>.] - ETA: 0s - loss: 5.7603e-06 - mean_squared_error: 5.7603e-06
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/71\01-0.0000.hdf5
8874/8874 [==============================] - 53s 6ms/step - loss: 5.7592e-06 - mean_squared_error: 5.7592e-06 - val_loss: 3.2727e-06 - val_mean_squared_error: 3.2727e-06
Epoch 2/500
8872/8874 [============================>.] - ETA: 0s - loss: 4.8269e-06 - mean_squared_error: 4.8269e-06
Epoch 00002: loss improved from 0.00001 to 0.00000, saving model to ./model_LSTM/71\02-0.0000.hdf5
8874/8874 [==============================] - 46s 5ms/step - loss: 4.8259e-06 - mean_squared_error: 4.8259e-06 - val_loss: 7.3676e-06 - val_mean_squared_error: 7.3676e-06
Epoch 3/500
8874/8874 [==============================] - ETA: 0s - loss: 4.4698e-06 - mean_squared_error: 4.4698e-06
Epoch 00003: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\03-0.0000.hdf5
8874/8874 [==============================] - 45s 5ms/step - loss: 4.4698e-06 - mean_squared_error: 4.4698e-06 - val_loss: 7.8752e-06 - val_mean_squared_error: 7.8752e-06
Epoch 4/500
8871/8874 [============================>.] - ETA: 0s - loss: 4.2287e-06 - mean_squared_error: 4.2287e-06
Epoch 00004: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\04-0.0000.hdf5
8874/8874 [==============================] - 55s 6ms/step - loss: 4.2283e-06 - mean_squared_error: 4.2283e-06 - val_loss: 2.1029e-06 - val_mean_squared_error: 2.1029e-06
Epoch 5/500
8867/8874 [============================>.] - ETA: 0s - loss: 4.2023e-06 - mean_squared_error: 4.2023e-06
Epoch 00005: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\05-0.0000.hdf5
8874/8874 [==============================] - 47s 5ms/step - loss: 4.2029e-06 - mean_squared_error: 4.2029e-06 - val_loss: 1.9044e-06 - val_mean_squared_error: 1.9044e-06
Epoch 6/500
8864/8874 [============================>.] - ETA: 0s - loss: 4.1058e-06 - mean_squared_error: 4.1058e-06
Epoch 00006: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\06-0.0000.hdf5
8874/8874 [==============================] - 44s 5ms/step - loss: 4.1027e-06 - mean_squared_error: 4.1027e-06 - val_loss: 4.5082e-06 - val_mean_squared_error: 4.5082e-06
Epoch 7/500
8869/8874 [============================>.] - ETA: 0s - loss: 4.1050e-06 - mean_squared_error: 4.1050e-06
Epoch 00007: loss did not improve from 0.00000
8874/8874 [==============================] - 52s 6ms/step - loss: 4.1029e-06 - mean_squared_error: 4.1029e-06 - val_loss: 1.1540e-05 - val_mean_squared_error: 1.1540e-05
Epoch 8/500
8864/8874 [============================>.] - ETA: 0s - loss: 4.0407e-06 - mean_squared_error: 4.0407e-06
Epoch 00008: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\08-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 4.0422e-06 - mean_squared_error: 4.0422e-06 - val_loss: 3.1569e-05 - val_mean_squared_error: 3.1569e-05
Epoch 9/500
8871/8874 [============================>.] - ETA: 0s - loss: 4.0260e-06 - mean_squared_error: 4.0260e-06
Epoch 00009: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\09-0.0000.hdf5
8874/8874 [==============================] - 44s 5ms/step - loss: 4.0268e-06 - mean_squared_error: 4.0268e-06 - val_loss: 2.7371e-05 - val_mean_squared_error: 2.7371e-05
Epoch 10/500
8869/8874 [============================>.] - ETA: 0s - loss: 4.0072e-06 - mean_squared_error: 4.0072e-06
Epoch 00010: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\10-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 4.0058e-06 - mean_squared_error: 4.0058e-06 - val_loss: 3.2991e-05 - val_mean_squared_error: 3.2991e-05
Epoch 11/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.9858e-06 - mean_squared_error: 3.9858e-06
Epoch 00011: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\11-0.0000.hdf5
8874/8874 [==============================] - 52s 6ms/step - loss: 3.9845e-06 - mean_squared_error: 3.9845e-06 - val_loss: 2.7032e-05 - val_mean_squared_error: 2.7032e-05
Epoch 12/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.8737e-06 - mean_squared_error: 3.8737e-06
Epoch 00012: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\12-0.0000.hdf5
8874/8874 [==============================] - 44s 5ms/step - loss: 3.8744e-06 - mean_squared_error: 3.8744e-06 - val_loss: 3.3932e-05 - val_mean_squared_error: 3.3932e-05
Epoch 13/500
8870/8874 [============================>.] - ETA: 0s - loss: 3.8442e-06 - mean_squared_error: 3.8442e-06
Epoch 00013: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\13-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 3.8439e-06 - mean_squared_error: 3.8439e-06 - val_loss: 3.1761e-05 - val_mean_squared_error: 3.1761e-05
Epoch 14/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.9105e-06 - mean_squared_error: 3.9105e-06
Epoch 00014: loss did not improve from 0.00000
8874/8874 [==============================] - 51s 6ms/step - loss: 3.9078e-06 - mean_squared_error: 3.9078e-06 - val_loss: 2.0906e-05 - val_mean_squared_error: 2.0906e-05
Epoch 15/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.9066e-06 - mean_squared_error: 3.9066e-06
Epoch 00015: loss did not improve from 0.00000
8874/8874 [==============================] - 45s 5ms/step - loss: 3.9042e-06 - mean_squared_error: 3.9042e-06 - val_loss: 4.7492e-05 - val_mean_squared_error: 4.7492e-05
Epoch 16/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.8699e-06 - mean_squared_error: 3.8699e-06
Epoch 00016: loss did not improve from 0.00000
8874/8874 [==============================] - 51s 6ms/step - loss: 3.8695e-06 - mean_squared_error: 3.8695e-06 - val_loss: 2.9879e-05 - val_mean_squared_error: 2.9879e-05
Epoch 17/500
8862/8874 [============================>.] - ETA: 0s - loss: 3.8681e-06 - mean_squared_error: 3.8681e-06
Epoch 00017: loss did not improve from 0.00000
8874/8874 [==============================] - 54s 6ms/step - loss: 3.8642e-06 - mean_squared_error: 3.8642e-06 - val_loss: 2.6958e-05 - val_mean_squared_error: 2.6958e-05
Epoch 18/500
8874/8874 [==============================] - ETA: 0s - loss: 3.7887e-06 - mean_squared_error: 3.7887e-06
Epoch 00018: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\18-0.0000.hdf5
8874/8874 [==============================] - 46s 5ms/step - loss: 3.7887e-06 - mean_squared_error: 3.7887e-06 - val_loss: 4.6116e-05 - val_mean_squared_error: 4.6116e-05
Epoch 19/500
8872/8874 [============================>.] - ETA: 0s - loss: 3.8155e-06 - mean_squared_error: 3.8155e-06
Epoch 00019: loss did not improve from 0.00000
8874/8874 [==============================] - 50s 6ms/step - loss: 3.8151e-06 - mean_squared_error: 3.8151e-06 - val_loss: 1.8439e-05 - val_mean_squared_error: 1.8439e-05
Epoch 20/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.7785e-06 - mean_squared_error: 3.7785e-06
Epoch 00020: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\20-0.0000.hdf5
8874/8874 [==============================] - 52s 6ms/step - loss: 3.7750e-06 - mean_squared_error: 3.7750e-06 - val_loss: 2.4586e-05 - val_mean_squared_error: 2.4586e-05
Epoch 21/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.7835e-06 - mean_squared_error: 3.7835e-06
Epoch 00021: loss did not improve from 0.00000
8874/8874 [==============================] - 43s 5ms/step - loss: 3.7832e-06 - mean_squared_error: 3.7832e-06 - val_loss: 1.6490e-05 - val_mean_squared_error: 1.6490e-05
Epoch 22/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.7734e-06 - mean_squared_error: 3.7734e-06
Epoch 00022: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\22-0.0000.hdf5
8874/8874 [==============================] - 48s 5ms/step - loss: 3.7730e-06 - mean_squared_error: 3.7730e-06 - val_loss: 2.2612e-05 - val_mean_squared_error: 2.2612e-05
Epoch 23/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.7638e-06 - mean_squared_error: 3.7638e-06
Epoch 00023: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\23-0.0000.hdf5
8874/8874 [==============================] - 54s 6ms/step - loss: 3.7624e-06 - mean_squared_error: 3.7624e-06 - val_loss: 3.3678e-05 - val_mean_squared_error: 3.3678e-05
Epoch 24/500
8872/8874 [============================>.] - ETA: 0s - loss: 3.7714e-06 - mean_squared_error: 3.7714e-06
Epoch 00024: loss did not improve from 0.00000
8874/8874 [==============================] - 44s 5ms/step - loss: 3.7706e-06 - mean_squared_error: 3.7706e-06 - val_loss: 1.8961e-05 - val_mean_squared_error: 1.8961e-05
Epoch 25/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.7978e-06 - mean_squared_error: 3.7978e-06
Epoch 00025: loss did not improve from 0.00000
8874/8874 [==============================] - 47s 5ms/step - loss: 3.7967e-06 - mean_squared_error: 3.7967e-06 - val_loss: 1.3178e-05 - val_mean_squared_error: 1.3178e-05
Epoch 26/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.7336e-06 - mean_squared_error: 3.7336e-06
Epoch 00026: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\26-0.0000.hdf5
8874/8874 [==============================] - 54s 6ms/step - loss: 3.7310e-06 - mean_squared_error: 3.7310e-06 - val_loss: 1.3181e-05 - val_mean_squared_error: 1.3181e-05
Epoch 27/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.7533e-06 - mean_squared_error: 3.7533e-06
Epoch 00027: loss did not improve from 0.00000
8874/8874 [==============================] - 44s 5ms/step - loss: 3.7548e-06 - mean_squared_error: 3.7548e-06 - val_loss: 1.0515e-05 - val_mean_squared_error: 1.0515e-05
Epoch 28/500
8869/8874 [============================>.] - ETA: 0s - loss: 3.6703e-06 - mean_squared_error: 3.6703e-06
Epoch 00028: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\28-0.0000.hdf5
8874/8874 [==============================] - 47s 5ms/step - loss: 3.6686e-06 - mean_squared_error: 3.6686e-06 - val_loss: 1.7433e-05 - val_mean_squared_error: 1.7433e-05
Epoch 29/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.6982e-06 - mean_squared_error: 3.6982e-06
Epoch 00029: loss did not improve from 0.00000
8874/8874 [==============================] - 55s 6ms/step - loss: 3.6971e-06 - mean_squared_error: 3.6971e-06 - val_loss: 2.1254e-05 - val_mean_squared_error: 2.1254e-05
Epoch 30/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.6650e-06 - mean_squared_error: 3.6650e-06
Epoch 00030: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\30-0.0000.hdf5
8874/8874 [==============================] - 49s 5ms/step - loss: 3.6621e-06 - mean_squared_error: 3.6621e-06 - val_loss: 1.1519e-05 - val_mean_squared_error: 1.1519e-05
Epoch 31/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.6479e-06 - mean_squared_error: 3.6479e-06
Epoch 00031: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\31-0.0000.hdf5
8874/8874 [==============================] - 52s 6ms/step - loss: 3.6479e-06 - mean_squared_error: 3.6479e-06 - val_loss: 1.1859e-05 - val_mean_squared_error: 1.1859e-05
Epoch 32/500
8869/8874 [============================>.] - ETA: 0s - loss: 3.6196e-06 - mean_squared_error: 3.6196e-06
Epoch 00032: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\32-0.0000.hdf5
8874/8874 [==============================] - 55s 6ms/step - loss: 3.6180e-06 - mean_squared_error: 3.6180e-06 - val_loss: 1.5971e-05 - val_mean_squared_error: 1.5971e-05
Epoch 33/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.6560e-06 - mean_squared_error: 3.6560e-06
Epoch 00033: loss did not improve from 0.00000
8874/8874 [==============================] - 47s 5ms/step - loss: 3.6554e-06 - mean_squared_error: 3.6554e-06 - val_loss: 8.5921e-06 - val_mean_squared_error: 8.5921e-06
Epoch 34/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.6796e-06 - mean_squared_error: 3.6796e-06
Epoch 00034: loss did not improve from 0.00000
8874/8874 [==============================] - 55s 6ms/step - loss: 3.6793e-06 - mean_squared_error: 3.6793e-06 - val_loss: 1.2660e-05 - val_mean_squared_error: 1.2660e-05
Epoch 35/500
8866/8874 [============================>.] - ETA: 0s - loss: 3.6779e-06 - mean_squared_error: 3.6779e-06
Epoch 00035: loss did not improve from 0.00000
8874/8874 [==============================] - 54s 6ms/step - loss: 3.6791e-06 - mean_squared_error: 3.6791e-06 - val_loss: 1.2324e-05 - val_mean_squared_error: 1.2324e-05
Epoch 36/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.6016e-06 - mean_squared_error: 3.6016e-06
Epoch 00036: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\36-0.0000.hdf5
8874/8874 [==============================] - 46s 5ms/step - loss: 3.5996e-06 - mean_squared_error: 3.5996e-06 - val_loss: 1.6737e-05 - val_mean_squared_error: 1.6737e-05
Epoch 37/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.5870e-06 - mean_squared_error: 3.5870e-06
Epoch 00037: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\37-0.0000.hdf5
8874/8874 [==============================] - 50s 6ms/step - loss: 3.5849e-06 - mean_squared_error: 3.5849e-06 - val_loss: 1.9859e-05 - val_mean_squared_error: 1.9859e-05
Epoch 38/500
8865/8874 [============================>.] - ETA: 0s - loss: 3.5773e-06 - mean_squared_error: 3.5773e-06
Epoch 00038: loss did not improve from 0.00000
8874/8874 [==============================] - 65s 7ms/step - loss: 3.6513e-06 - mean_squared_error: 3.6513e-06 - val_loss: 1.1912e-05 - val_mean_squared_error: 1.1912e-05
Epoch 39/500
8867/8874 [============================>.] - ETA: 0s - loss: 3.6522e-06 - mean_squared_error: 3.6522e-06
Epoch 00039: loss did not improve from 0.00000
8874/8874 [==============================] - 54s 6ms/step - loss: 3.6495e-06 - mean_squared_error: 3.6495e-06 - val_loss: 1.3165e-05 - val_mean_squared_error: 1.3165e-05
Epoch 40/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.6045e-06 - mean_squared_error: 3.6045e-06
Epoch 00040: loss did not improve from 0.00000
8874/8874 [==============================] - 68s 8ms/step - loss: 3.6024e-06 - mean_squared_error: 3.6024e-06 - val_loss: 2.0327e-05 - val_mean_squared_error: 2.0327e-05
Epoch 41/500
8873/8874 [============================>.] - ETA: 0s - loss: 3.5638e-06 - mean_squared_error: 3.5638e-06
Epoch 00041: loss improved from 0.00000 to 0.00000, saving model to ./model_LSTM/71\41-0.0000.hdf5
8874/8874 [==============================] - 57s 6ms/step - loss: 3.5636e-06 - mean_squared_error: 3.5636e-06 - val_loss: 2.1656e-05 - val_mean_squared_error: 2.1656e-05
Epoch 42/500
8868/8874 [============================>.] - ETA: 0s - loss: 3.6560e-06 - mean_squared_error: 3.6560e-06
Epoch 00042: loss did not improve from 0.00000
8874/8874 [==============================] - 53s 6ms/step - loss: 3.6539e-06 - mean_squared_error: 3.6539e-06 - val_loss: 2.2964e-05 - val_mean_squared_error: 2.2964e-05
Epoch 43/500
8874/8874 [==============================] - ETA: 0s - loss: 3.6229e-06 - mean_squared_error: 3.6229e-06
Epoch 00043: loss did not improve from 0.00000
8874/8874 [==============================] - 56s 6ms/step - loss: 3.6229e-06 - mean_squared_error: 3.6229e-06 - val_loss: 1.8936e-05 - val_mean_squared_error: 1.8936e-05
Epoch 44/500
8864/8874 [============================>.] - ETA: 0s - loss: 3.6067e-06 - mean_squared_error: 3.6067e-06
Epoch 00044: loss did not improve from 0.00000
8874/8874 [==============================] - 48s 5ms/step - loss: 3.6038e-06 - mean_squared_error: 3.6038e-06 - val_loss: 2.0426e-05 - val_mean_squared_error: 2.0426e-05
Epoch 45/500
8874/8874 [==============================] - ETA: 0s - loss: 3.5849e-06 - mean_squared_error: 3.5849e-06
Epoch 00045: loss did not improve from 0.00000
8874/8874 [==============================] - 50s 6ms/step - loss: 3.5849e-06 - mean_squared_error: 3.5849e-06 - val_loss: 1.2473e-05 - val_mean_squared_error: 1.2473e-05
Epoch 46/500
8871/8874 [============================>.] - ETA: 0s - loss: 3.5920e-06 - mean_squared_error: 3.5920e-06
Epoch 00046: loss did not improve from 0.00000
8874/8874 [==============================] - 56s 6ms/step - loss: 3.5919e-06 - mean_squared_error: 3.5919e-06 - val_loss: 1.4612e-05 - val_mean_squared_error: 1.4612e-05
Epoch 00046: early stopping
Epoch 1/500
1982/1986 [============================>.] - ETA: 0s - loss: 4.1490e-05 - mean_squared_error: 4.1490e-05
Epoch 00001: loss improved from inf to 0.00004, saving model to ./model_LSTM/72\01-0.0000.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 4.1444e-05 - mean_squared_error: 4.1444e-05 - val_loss: 2.6214e-05 - val_mean_squared_error: 2.6214e-05
Epoch 2/500
1980/1986 [============================>.] - ETA: 0s - loss: 3.7577e-05 - mean_squared_error: 3.7577e-05
Epoch 00002: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/72\02-0.0000.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 3.7517e-05 - mean_squared_error: 3.7517e-05 - val_loss: 1.7788e-05 - val_mean_squared_error: 1.7788e-05
Epoch 3/500
1978/1986 [============================>.] - ETA: 0s - loss: 3.5951e-05 - mean_squared_error: 3.5951e-05
Epoch 00003: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/72\03-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 3.5904e-05 - mean_squared_error: 3.5904e-05 - val_loss: 1.8270e-05 - val_mean_squared_error: 1.8270e-05
Epoch 4/500
1982/1986 [============================>.] - ETA: 0s - loss: 3.4165e-05 - mean_squared_error: 3.4165e-05
Epoch 00004: loss improved from 0.00004 to 0.00003, saving model to ./model_LSTM/72\04-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 3.4121e-05 - mean_squared_error: 3.4121e-05 - val_loss: 2.1969e-05 - val_mean_squared_error: 2.1969e-05
Epoch 5/500
1981/1986 [============================>.] - ETA: 0s - loss: 3.3883e-05 - mean_squared_error: 3.3883e-05
Epoch 00005: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\05-0.0000.hdf5
1986/1986 [==============================] - 13s 6ms/step - loss: 3.3836e-05 - mean_squared_error: 3.3836e-05 - val_loss: 1.8269e-05 - val_mean_squared_error: 1.8269e-05
Epoch 6/500
1983/1986 [============================>.] - ETA: 0s - loss: 3.2321e-05 - mean_squared_error: 3.2321e-05
Epoch 00006: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\06-0.0000.hdf5
1986/1986 [==============================] - 11s 6ms/step - loss: 3.2287e-05 - mean_squared_error: 3.2287e-05 - val_loss: 1.6335e-05 - val_mean_squared_error: 1.6335e-05
Epoch 7/500
1981/1986 [============================>.] - ETA: 0s - loss: 3.1131e-05 - mean_squared_error: 3.1131e-05
Epoch 00007: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\07-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 3.1092e-05 - mean_squared_error: 3.1092e-05 - val_loss: 1.5951e-05 - val_mean_squared_error: 1.5951e-05
Epoch 8/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.9666e-05 - mean_squared_error: 2.9666e-05
Epoch 00008: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\08-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.9652e-05 - mean_squared_error: 2.9652e-05 - val_loss: 1.7654e-05 - val_mean_squared_error: 1.7654e-05
Epoch 9/500
1983/1986 [============================>.] - ETA: 0s - loss: 2.9805e-05 - mean_squared_error: 2.9805e-05
Epoch 00009: loss did not improve from 0.00003
1986/1986 [==============================] - 13s 7ms/step - loss: 2.9774e-05 - mean_squared_error: 2.9774e-05 - val_loss: 2.3422e-05 - val_mean_squared_error: 2.3422e-05
Epoch 10/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.8538e-05 - mean_squared_error: 2.8538e-05
Epoch 00010: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\10-0.0000.hdf5
1986/1986 [==============================] - 14s 7ms/step - loss: 2.8516e-05 - mean_squared_error: 2.8516e-05 - val_loss: 1.5537e-05 - val_mean_squared_error: 1.5537e-05
Epoch 11/500
1977/1986 [============================>.] - ETA: 0s - loss: 2.8112e-05 - mean_squared_error: 2.8112e-05
Epoch 00011: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\11-0.0000.hdf5
1986/1986 [==============================] - 13s 7ms/step - loss: 2.8022e-05 - mean_squared_error: 2.8022e-05 - val_loss: 1.5192e-05 - val_mean_squared_error: 1.5192e-05
Epoch 12/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.7455e-05 - mean_squared_error: 2.7455e-05
Epoch 00012: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\12-0.0000.hdf5
1986/1986 [==============================] - 13s 7ms/step - loss: 2.7416e-05 - mean_squared_error: 2.7416e-05 - val_loss: 1.5777e-05 - val_mean_squared_error: 1.5777e-05
Epoch 13/500
1979/1986 [============================>.] - ETA: 0s - loss: 2.7088e-05 - mean_squared_error: 2.7088e-05
Epoch 00013: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\13-0.0000.hdf5
1986/1986 [==============================] - 14s 7ms/step - loss: 2.7010e-05 - mean_squared_error: 2.7010e-05 - val_loss: 1.6309e-05 - val_mean_squared_error: 1.6309e-05
Epoch 14/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.7569e-05 - mean_squared_error: 2.7569e-05
Epoch 00014: loss did not improve from 0.00003
1986/1986 [==============================] - 10s 5ms/step - loss: 2.7538e-05 - mean_squared_error: 2.7538e-05 - val_loss: 1.7389e-05 - val_mean_squared_error: 1.7389e-05
Epoch 15/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.7206e-05 - mean_squared_error: 2.7206e-05
Epoch 00015: loss did not improve from 0.00003
1986/1986 [==============================] - 11s 5ms/step - loss: 2.7161e-05 - mean_squared_error: 2.7161e-05 - val_loss: 1.5822e-05 - val_mean_squared_error: 1.5822e-05
Epoch 16/500
1986/1986 [==============================] - ETA: 0s - loss: 2.6810e-05 - mean_squared_error: 2.6810e-05
Epoch 00016: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\16-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.6810e-05 - mean_squared_error: 2.6810e-05 - val_loss: 1.4659e-05 - val_mean_squared_error: 1.4659e-05
Epoch 17/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.5870e-05 - mean_squared_error: 2.5870e-05
Epoch 00017: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\17-0.0000.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 2.5865e-05 - mean_squared_error: 2.5865e-05 - val_loss: 1.4308e-05 - val_mean_squared_error: 1.4308e-05
Epoch 18/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.6163e-05 - mean_squared_error: 2.6163e-05
Epoch 00018: loss did not improve from 0.00003
1986/1986 [==============================] - 10s 5ms/step - loss: 2.6147e-05 - mean_squared_error: 2.6147e-05 - val_loss: 1.5381e-05 - val_mean_squared_error: 1.5381e-05
Epoch 19/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.6298e-05 - mean_squared_error: 2.6298e-05
Epoch 00019: loss did not improve from 0.00003
1986/1986 [==============================] - 11s 5ms/step - loss: 2.6296e-05 - mean_squared_error: 2.6296e-05 - val_loss: 2.9775e-05 - val_mean_squared_error: 2.9775e-05
Epoch 20/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.5423e-05 - mean_squared_error: 2.5423e-05
Epoch 00020: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\20-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.5383e-05 - mean_squared_error: 2.5383e-05 - val_loss: 2.1682e-05 - val_mean_squared_error: 2.1682e-05
Epoch 21/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.5486e-05 - mean_squared_error: 2.5486e-05
Epoch 00021: loss did not improve from 0.00003
1986/1986 [==============================] - 14s 7ms/step - loss: 2.5521e-05 - mean_squared_error: 2.5521e-05 - val_loss: 1.5805e-05 - val_mean_squared_error: 1.5805e-05
Epoch 22/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.5082e-05 - mean_squared_error: 2.5082e-05
Epoch 00022: loss improved from 0.00003 to 0.00003, saving model to ./model_LSTM/72\22-0.0000.hdf5
1986/1986 [==============================] - 17s 9ms/step - loss: 2.5072e-05 - mean_squared_error: 2.5072e-05 - val_loss: 1.8407e-05 - val_mean_squared_error: 1.8407e-05
Epoch 23/500
1986/1986 [==============================] - ETA: 0s - loss: 2.5077e-05 - mean_squared_error: 2.5077e-05
Epoch 00023: loss did not improve from 0.00003
1986/1986 [==============================] - 17s 8ms/step - loss: 2.5077e-05 - mean_squared_error: 2.5077e-05 - val_loss: 1.5861e-05 - val_mean_squared_error: 1.5861e-05
Epoch 24/500
1977/1986 [============================>.] - ETA: 0s - loss: 2.4965e-05 - mean_squared_error: 2.4965e-05
Epoch 00024: loss improved from 0.00003 to 0.00002, saving model to ./model_LSTM/72\24-0.0000.hdf5
1986/1986 [==============================] - 13s 6ms/step - loss: 2.4916e-05 - mean_squared_error: 2.4916e-05 - val_loss: 1.5735e-05 - val_mean_squared_error: 1.5735e-05
Epoch 25/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.2692e-05 - mean_squared_error: 2.2692e-05
Epoch 00025: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\25-0.0001.hdf5
1986/1986 [==============================] - 11s 5ms/step - loss: 2.4649e-05 - mean_squared_error: 2.4649e-05 - val_loss: 6.8867e-05 - val_mean_squared_error: 6.8867e-05
Epoch 26/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.4439e-05 - mean_squared_error: 2.4439e-05
Epoch 00026: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\26-0.0000.hdf5
1986/1986 [==============================] - 10s 5ms/step - loss: 2.4385e-05 - mean_squared_error: 2.4385e-05 - val_loss: 1.8921e-05 - val_mean_squared_error: 1.8921e-05
Epoch 27/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.4286e-05 - mean_squared_error: 2.4286e-05
Epoch 00027: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\27-0.0000.hdf5
1986/1986 [==============================] - 10s 5ms/step - loss: 2.4261e-05 - mean_squared_error: 2.4261e-05 - val_loss: 1.6965e-05 - val_mean_squared_error: 1.6965e-05
Epoch 28/500
1983/1986 [============================>.] - ETA: 0s - loss: 2.4338e-05 - mean_squared_error: 2.4338e-05
Epoch 00028: loss did not improve from 0.00002
1986/1986 [==============================] - 11s 6ms/step - loss: 2.4313e-05 - mean_squared_error: 2.4313e-05 - val_loss: 1.7699e-05 - val_mean_squared_error: 1.7699e-05
Epoch 29/500
1976/1986 [============================>.] - ETA: 0s - loss: 2.4292e-05 - mean_squared_error: 2.4292e-05
Epoch 00029: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\29-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.4214e-05 - mean_squared_error: 2.4214e-05 - val_loss: 1.9002e-05 - val_mean_squared_error: 1.9002e-05
Epoch 30/500
1982/1986 [============================>.] - ETA: 0s - loss: 2.3794e-05 - mean_squared_error: 2.3794e-05
Epoch 00030: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\30-0.0000.hdf5
1986/1986 [==============================] - 11s 6ms/step - loss: 2.3759e-05 - mean_squared_error: 2.3759e-05 - val_loss: 1.8168e-05 - val_mean_squared_error: 1.8168e-05
Epoch 31/500
1986/1986 [==============================] - ETA: 0s - loss: 2.3932e-05 - mean_squared_error: 2.3932e-05
Epoch 00031: loss did not improve from 0.00002
1986/1986 [==============================] - 12s 6ms/step - loss: 2.3932e-05 - mean_squared_error: 2.3932e-05 - val_loss: 4.2702e-05 - val_mean_squared_error: 4.2702e-05
Epoch 32/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.3770e-05 - mean_squared_error: 2.3770e-05
Epoch 00032: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\32-0.0000.hdf5
1986/1986 [==============================] - 15s 7ms/step - loss: 2.3730e-05 - mean_squared_error: 2.3730e-05 - val_loss: 1.6182e-05 - val_mean_squared_error: 1.6182e-05
Epoch 33/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.4615e-05 - mean_squared_error: 2.4615e-05
Epoch 00033: loss did not improve from 0.00002
1986/1986 [==============================] - 21s 11ms/step - loss: 2.4614e-05 - mean_squared_error: 2.4614e-05 - val_loss: 1.5650e-05 - val_mean_squared_error: 1.5650e-05
Epoch 34/500
1986/1986 [==============================] - ETA: 0s - loss: 2.3605e-05 - mean_squared_error: 2.3605e-05
Epoch 00034: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\34-0.0000.hdf5
1986/1986 [==============================] - 21s 10ms/step - loss: 2.3605e-05 - mean_squared_error: 2.3605e-05 - val_loss: 1.6553e-05 - val_mean_squared_error: 1.6553e-05
Epoch 35/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.3807e-05 - mean_squared_error: 2.3807e-05
Epoch 00035: loss did not improve from 0.00002
1986/1986 [==============================] - 14s 7ms/step - loss: 2.3806e-05 - mean_squared_error: 2.3806e-05 - val_loss: 2.1059e-05 - val_mean_squared_error: 2.1059e-05
Epoch 36/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.3581e-05 - mean_squared_error: 2.3581e-05
Epoch 00036: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\36-0.0000.hdf5
1986/1986 [==============================] - 16s 8ms/step - loss: 2.3539e-05 - mean_squared_error: 2.3539e-05 - val_loss: 1.7877e-05 - val_mean_squared_error: 1.7877e-05
Epoch 37/500
1980/1986 [============================>.] - ETA: 0s - loss: 2.3716e-05 - mean_squared_error: 2.3716e-05
Epoch 00037: loss did not improve from 0.00002
1986/1986 [==============================] - 15s 8ms/step - loss: 2.3679e-05 - mean_squared_error: 2.3679e-05 - val_loss: 1.7747e-05 - val_mean_squared_error: 1.7747e-05
Epoch 38/500
1983/1986 [============================>.] - ETA: 0s - loss: 2.4331e-05 - mean_squared_error: 2.4331e-05
Epoch 00038: loss did not improve from 0.00002
1986/1986 [==============================] - 13s 6ms/step - loss: 2.4307e-05 - mean_squared_error: 2.4307e-05 - val_loss: 1.8090e-05 - val_mean_squared_error: 1.8090e-05
Epoch 39/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.6106e-05 - mean_squared_error: 2.6106e-05
Epoch 00039: loss did not improve from 0.00002
1986/1986 [==============================] - 10s 5ms/step - loss: 2.6134e-05 - mean_squared_error: 2.6134e-05 - val_loss: 2.5469e-05 - val_mean_squared_error: 2.5469e-05
Epoch 40/500
1976/1986 [============================>.] - ETA: 0s - loss: 2.2786e-05 - mean_squared_error: 2.2786e-05
Epoch 00040: loss improved from 0.00002 to 0.00002, saving model to ./model_LSTM/72\40-0.0000.hdf5
1986/1986 [==============================] - 12s 6ms/step - loss: 2.2706e-05 - mean_squared_error: 2.2706e-05 - val_loss: 2.2605e-05 - val_mean_squared_error: 2.2605e-05
Epoch 41/500
1984/1986 [============================>.] - ETA: 0s - loss: 2.3381e-05 - mean_squared_error: 2.3381e-05
Epoch 00041: loss did not improve from 0.00002
1986/1986 [==============================] - 11s 6ms/step - loss: 2.3368e-05 - mean_squared_error: 2.3368e-05 - val_loss: 2.0078e-05 - val_mean_squared_error: 2.0078e-05
Epoch 42/500
1979/1986 [============================>.] - ETA: 0s - loss: 2.3018e-05 - mean_squared_error: 2.3018e-05
Epoch 00042: loss did not improve from 0.00002
1986/1986 [==============================] - 12s 6ms/step - loss: 2.3275e-05 - mean_squared_error: 2.3275e-05 - val_loss: 1.7486e-05 - val_mean_squared_error: 1.7486e-05
Epoch 43/500
1981/1986 [============================>.] - ETA: 0s - loss: 2.3346e-05 - mean_squared_error: 2.3346e-05
Epoch 00043: loss did not improve from 0.00002
1986/1986 [==============================] - 14s 7ms/step - loss: 2.3317e-05 - mean_squared_error: 2.3317e-05 - val_loss: 1.7921e-05 - val_mean_squared_error: 1.7921e-05
Epoch 44/500
1985/1986 [============================>.] - ETA: 0s - loss: 2.2800e-05 - mean_squared_error: 2.2800e-05
Epoch 00044: loss did not improve from 0.00002
1986/1986 [==============================] - 15s 8ms/step - loss: 2.2798e-05 - mean_squared_error: 2.2798e-05 - val_loss: 3.3570e-05 - val_mean_squared_error: 3.3570e-05
Epoch 45/500
1979/1986 [============================>.] - ETA: 0s - loss: 2.2974e-05 - mean_squared_error: 2.2974e-05
Epoch 00045: loss did not improve from 0.00002
1986/1986 [==============================] - 14s 7ms/step - loss: 2.2960e-05 - mean_squared_error: 2.2960e-05 - val_loss: 1.8144e-05 - val_mean_squared_error: 1.8144e-05
Epoch 00045: early stopping
Epoch 1/500
2223/2225 [============================>.] - ETA: 0s - loss: 1.3889e-04 - mean_squared_error: 1.3889e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/73\01-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 1.3887e-04 - mean_squared_error: 1.3887e-04 - val_loss: 7.2920e-05 - val_mean_squared_error: 7.2920e-05
Epoch 2/500
2220/2225 [============================>.] - ETA: 0s - loss: 1.0977e-04 - mean_squared_error: 1.0977e-04
Epoch 00002: loss improved from 0.00014 to 0.00011, saving model to ./model_LSTM/73\02-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 1.0971e-04 - mean_squared_error: 1.0971e-04 - val_loss: 6.8593e-05 - val_mean_squared_error: 6.8593e-05
Epoch 3/500
2220/2225 [============================>.] - ETA: 0s - loss: 1.0165e-04 - mean_squared_error: 1.0165e- - ETA: 0s - loss: 1.0156e-04 - mean_squared_error: 1.0156e-04
Epoch 00003: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/73\03-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 1.0144e-04 - mean_squared_error: 1.0144e-04 - val_loss: 6.8115e-05 - val_mean_squared_error: 6.8115e-05
Epoch 4/500
2216/2225 [============================>.] - ETA: 0s - loss: 9.5625e-05 - mean_squared_error: 9.5625e-05
Epoch 00004: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/73\04-0.0001.hdf5
2225/2225 [==============================] - 17s 8ms/step - loss: 9.5768e-05 - mean_squared_error: 9.5768e-05 - val_loss: 6.5358e-05 - val_mean_squared_error: 6.5358e-05
Epoch 5/500
2222/2225 [============================>.] - ETA: 0s - loss: 9.1123e-05 - mean_squared_error: 9.1123e-05
Epoch 00005: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/73\05-0.0001.hdf5
2225/2225 [==============================] - 17s 7ms/step - loss: 9.1124e-05 - mean_squared_error: 9.1124e-05 - val_loss: 6.8379e-05 - val_mean_squared_error: 6.8379e-05
Epoch 6/500
2217/2225 [============================>.] - ETA: 0s - loss: 8.8346e-05 - mean_squared_error: 8.8346e-05
Epoch 00006: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/73\06-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 8.8519e-05 - mean_squared_error: 8.8519e-05 - val_loss: 5.7940e-05 - val_mean_squared_error: 5.7940e-05
Epoch 7/500
2223/2225 [============================>.] - ETA: 0s - loss: 8.6498e-05 - mean_squared_error: 8.6498e-05
Epoch 00007: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/73\07-0.0001.hdf5
2225/2225 [==============================] - 17s 7ms/step - loss: 8.6450e-05 - mean_squared_error: 8.6450e-05 - val_loss: 6.1930e-05 - val_mean_squared_error: 6.1930e-05
Epoch 8/500
2216/2225 [============================>.] - ETA: 0s - loss: 8.4837e-05 - mean_squared_error: 8.4837e-05
Epoch 00008: loss improved from 0.00009 to 0.00008, saving model to ./model_LSTM/73\08-0.0001.hdf5
2225/2225 [==============================] - 16s 7ms/step - loss: 8.4796e-05 - mean_squared_error: 8.4796e-05 - val_loss: 5.8735e-05 - val_mean_squared_error: 5.8735e-05
Epoch 9/500
2225/2225 [==============================] - ETA: 0s - loss: 8.3511e-05 - mean_squared_error: 8.3511e-05
Epoch 00009: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\09-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 8.3511e-05 - mean_squared_error: 8.3511e-05 - val_loss: 5.9940e-05 - val_mean_squared_error: 5.9940e-05
Epoch 10/500
2214/2225 [============================>.] - ETA: 0s - loss: 8.2340e-05 - mean_squared_error: 8.2340e-05
Epoch 00010: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\10-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 8.2458e-05 - mean_squared_error: 8.2458e-05 - val_loss: 5.8447e-05 - val_mean_squared_error: 5.8447e-05
Epoch 11/500
2225/2225 [==============================] - ETA: 0s - loss: 8.2592e-05 - mean_squared_error: 8.2592e-05
Epoch 00011: loss did not improve from 0.00008
2225/2225 [==============================] - 12s 5ms/step - loss: 8.2592e-05 - mean_squared_error: 8.2592e-05 - val_loss: 5.5953e-05 - val_mean_squared_error: 5.5953e-05
Epoch 12/500
2218/2225 [============================>.] - ETA: 0s - loss: 8.1073e-05 - mean_squared_error: 8.1073e-05
Epoch 00012: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\12-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 8.1042e-05 - mean_squared_error: 8.1042e-05 - val_loss: 5.7482e-05 - val_mean_squared_error: 5.7482e-05
Epoch 13/500
2225/2225 [==============================] - ETA: 0s - loss: 8.0818e-05 - mean_squared_error: 8.0818e-05
Epoch 00013: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\13-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 8.0818e-05 - mean_squared_error: 8.0818e-05 - val_loss: 5.5795e-05 - val_mean_squared_error: 5.5795e-05
Epoch 14/500
2225/2225 [==============================] - ETA: 0s - loss: 8.0974e-05 - mean_squared_error: 8.0974e-05
Epoch 00014: loss did not improve from 0.00008
2225/2225 [==============================] - 11s 5ms/step - loss: 8.0974e-05 - mean_squared_error: 8.0974e-05 - val_loss: 5.4080e-05 - val_mean_squared_error: 5.4080e-05
Epoch 15/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.9910e-05 - mean_squared_error: 7.9910e-05
Epoch 00015: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\15-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 7.9874e-05 - mean_squared_error: 7.9874e-05 - val_loss: 6.7129e-05 - val_mean_squared_error: 6.7129e-05
Epoch 16/500
2225/2225 [==============================] - ETA: 0s - loss: 7.9178e-05 - mean_squared_error: 7.9178e-05
Epoch 00016: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\16-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 7.9178e-05 - mean_squared_error: 7.9178e-05 - val_loss: 5.3451e-05 - val_mean_squared_error: 5.3451e-05
Epoch 17/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.8847e-05 - mean_squared_error: 7.8847e-05
Epoch 00017: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\17-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.8897e-05 - mean_squared_error: 7.8897e-05 - val_loss: 5.5559e-05 - val_mean_squared_error: 5.5559e-05
Epoch 18/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.8737e-05 - mean_squared_error: 7.8737e-05
Epoch 00018: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\18-0.0001.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 7.8722e-05 - mean_squared_error: 7.8722e-05 - val_loss: 5.4932e-05 - val_mean_squared_error: 5.4932e-05
Epoch 19/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.8639e-05 - mean_squared_error: 7.8639e-05 ETA: 0s - loss: 7.8
Epoch 00019: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\19-0.0001.hdf5
2225/2225 [==============================] - 18s 8ms/step - loss: 7.8627e-05 - mean_squared_error: 7.8627e-05 - val_loss: 5.5300e-05 - val_mean_squared_error: 5.5300e-05
Epoch 20/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.8055e-05 - mean_squared_error: 7.8055e-05
Epoch 00020: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\20-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 7.8099e-05 - mean_squared_error: 7.8099e-05 - val_loss: 5.5451e-05 - val_mean_squared_error: 5.5451e-05
Epoch 21/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.7322e-05 - mean_squared_error: 7.7322e-05
Epoch 00021: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\21-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.7460e-05 - mean_squared_error: 7.7460e-05 - val_loss: 5.5832e-05 - val_mean_squared_error: 5.5832e-05
Epoch 22/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.7160e-05 - mean_squared_error: 7.7160e-05
Epoch 00022: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\22-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.7162e-05 - mean_squared_error: 7.7162e-05 - val_loss: 5.2634e-05 - val_mean_squared_error: 5.2634e-05
Epoch 23/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.6749e-05 - mean_squared_error: 7.6749e-05
Epoch 00023: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\23-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.6695e-05 - mean_squared_error: 7.6695e-05 - val_loss: 5.0677e-05 - val_mean_squared_error: 5.0677e-05
Epoch 24/500
2222/2225 [============================>.] - ETA: 0s - loss: 7.6420e-05 - mean_squared_error: 7.6420e-05
Epoch 00024: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\24-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.6403e-05 - mean_squared_error: 7.6403e-05 - val_loss: 5.6200e-05 - val_mean_squared_error: 5.6200e-05
Epoch 25/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.6730e-05 - mean_squared_error: 7.6730e-05
Epoch 00025: loss did not improve from 0.00008
2225/2225 [==============================] - 12s 6ms/step - loss: 7.6686e-05 - mean_squared_error: 7.6686e-05 - val_loss: 5.2829e-05 - val_mean_squared_error: 5.2829e-05
Epoch 26/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.6273e-05 - mean_squared_error: 7.6273e-05
Epoch 00026: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\26-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.6359e-05 - mean_squared_error: 7.6359e-05 - val_loss: 5.6141e-05 - val_mean_squared_error: 5.6141e-05
Epoch 27/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.5643e-05 - mean_squared_error: 7.5643e-05
Epoch 00027: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\27-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 7.5679e-05 - mean_squared_error: 7.5679e-05 - val_loss: 5.2421e-05 - val_mean_squared_error: 5.2421e-05
Epoch 28/500
2225/2225 [==============================] - ETA: 0s - loss: 7.5790e-05 - mean_squared_error: 7.5790e-05
Epoch 00028: loss did not improve from 0.00008
2225/2225 [==============================] - 13s 6ms/step - loss: 7.5790e-05 - mean_squared_error: 7.5790e-05 - val_loss: 6.0923e-05 - val_mean_squared_error: 6.0923e-05
Epoch 29/500
2225/2225 [==============================] - ETA: 0s - loss: 7.5233e-05 - mean_squared_error: 7.5233e-05
Epoch 00029: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/73\29-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.5233e-05 - mean_squared_error: 7.5233e-05 - val_loss: 5.7251e-05 - val_mean_squared_error: 5.7251e-05
Epoch 30/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.4850e-05 - mean_squared_error: 7.4850e-05
Epoch 00030: loss improved from 0.00008 to 0.00007, saving model to ./model_LSTM/73\30-0.0001.hdf5
2225/2225 [==============================] - 17s 8ms/step - loss: 7.4835e-05 - mean_squared_error: 7.4835e-05 - val_loss: 5.5539e-05 - val_mean_squared_error: 5.5539e-05
Epoch 31/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.4842e-05 - mean_squared_error: 7.4842e-05
Epoch 00031: loss did not improve from 0.00007
2225/2225 [==============================] - 20s 9ms/step - loss: 7.4899e-05 - mean_squared_error: 7.4899e-05 - val_loss: 5.4840e-05 - val_mean_squared_error: 5.4840e-05
Epoch 32/500
2222/2225 [============================>.] - ETA: 0s - loss: 7.4213e-05 - mean_squared_error: 7.4213e-05
Epoch 00032: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\32-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 7.4210e-05 - mean_squared_error: 7.4210e-05 - val_loss: 5.9525e-05 - val_mean_squared_error: 5.9525e-05
Epoch 33/500
2216/2225 [============================>.] - ETA: 0s - loss: 7.4292e-05 - mean_squared_error: 7.4292e-05
Epoch 00033: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.4341e-05 - mean_squared_error: 7.4341e-05 - val_loss: 6.2181e-05 - val_mean_squared_error: 6.2181e-05
Epoch 34/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.4570e-05 - mean_squared_error: 7.4570e-05
Epoch 00034: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 7.4521e-05 - mean_squared_error: 7.4521e-05 - val_loss: 5.1442e-05 - val_mean_squared_error: 5.1442e-05
Epoch 35/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.3984e-05 - mean_squared_error: 7.3984e-05
Epoch 00035: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\35-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.4109e-05 - mean_squared_error: 7.4109e-05 - val_loss: 5.1251e-05 - val_mean_squared_error: 5.1251e-05
Epoch 36/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.3458e-05 - mean_squared_error: 7.3458e-05
Epoch 00036: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\36-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.3458e-05 - mean_squared_error: 7.3458e-05 - val_loss: 5.2259e-05 - val_mean_squared_error: 5.2259e-05
Epoch 37/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.3369e-05 - mean_squared_error: 7.3369e-05
Epoch 00037: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\37-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.3376e-05 - mean_squared_error: 7.3376e-05 - val_loss: 5.3879e-05 - val_mean_squared_error: 5.3879e-05
Epoch 38/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.3539e-05 - mean_squared_error: 7.3539e-05
Epoch 00038: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.3562e-05 - mean_squared_error: 7.3562e-05 - val_loss: 5.7171e-05 - val_mean_squared_error: 5.7171e-05
Epoch 39/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.3106e-05 - mean_squared_error: 7.3106e-05
Epoch 00039: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\39-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 7.3122e-05 - mean_squared_error: 7.3122e-05 - val_loss: 5.0442e-05 - val_mean_squared_error: 5.0442e-05
Epoch 40/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.2654e-05 - mean_squared_error: 7.2654e-05
Epoch 00040: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\40-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.2677e-05 - mean_squared_error: 7.2677e-05 - val_loss: 6.2018e-05 - val_mean_squared_error: 6.2018e-05
Epoch 41/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.2682e-05 - mean_squared_error: 7.2682e-05
Epoch 00041: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.3172e-05 - mean_squared_error: 7.3172e-05 - val_loss: 5.9129e-05 - val_mean_squared_error: 5.9129e-05
Epoch 42/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.3063e-05 - mean_squared_error: 7.3063e-05
Epoch 00042: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.3037e-05 - mean_squared_error: 7.3037e-05 - val_loss: 5.2691e-05 - val_mean_squared_error: 5.2691e-05
Epoch 43/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.2782e-05 - mean_squared_error: 7.2782e-05
Epoch 00043: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.2740e-05 - mean_squared_error: 7.2740e-05 - val_loss: 6.0431e-05 - val_mean_squared_error: 6.0431e-05
Epoch 44/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.2374e-05 - mean_squared_error: 7.2374e-05
Epoch 00044: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\44-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.2322e-05 - mean_squared_error: 7.2322e-05 - val_loss: 6.7023e-05 - val_mean_squared_error: 6.7023e-05
Epoch 45/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.2474e-05 - mean_squared_error: 7.2474e-05
Epoch 00045: loss did not improve from 0.00007
2225/2225 [==============================] - 11s 5ms/step - loss: 7.2520e-05 - mean_squared_error: 7.2520e-05 - val_loss: 6.1370e-05 - val_mean_squared_error: 6.1370e-05
Epoch 46/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.1803e-05 - mean_squared_error: 7.1803e-05
Epoch 00046: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\46-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 7.1771e-05 - mean_squared_error: 7.1771e-05 - val_loss: 5.7150e-05 - val_mean_squared_error: 5.7150e-05
Epoch 47/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.2059e-05 - mean_squared_error: 7.2059e-05
Epoch 00047: loss did not improve from 0.00007
2225/2225 [==============================] - 11s 5ms/step - loss: 7.2042e-05 - mean_squared_error: 7.2042e-05 - val_loss: 5.1878e-05 - val_mean_squared_error: 5.1878e-05
Epoch 48/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.2045e-05 - mean_squared_error: 7.2045e-05
Epoch 00048: loss did not improve from 0.00007
2225/2225 [==============================] - 11s 5ms/step - loss: 7.1977e-05 - mean_squared_error: 7.1977e-05 - val_loss: 4.9590e-05 - val_mean_squared_error: 4.9590e-05
Epoch 49/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.1867e-05 - mean_squared_error: 7.1867e-05
Epoch 00049: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.2023e-05 - mean_squared_error: 7.2023e-05 - val_loss: 5.0105e-05 - val_mean_squared_error: 5.0105e-05
Epoch 50/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.1646e-05 - mean_squared_error: 7.1646e-05
Epoch 00050: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\50-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.1633e-05 - mean_squared_error: 7.1633e-05 - val_loss: 5.3815e-05 - val_mean_squared_error: 5.3815e-05
Epoch 51/500
2219/2225 [============================>.] - ETA: 0s - loss: 7.1383e-05 - mean_squared_error: 7.1383e-05
Epoch 00051: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\51-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.1311e-05 - mean_squared_error: 7.1311e-05 - val_loss: 5.5724e-05 - val_mean_squared_error: 5.5724e-05
Epoch 52/500
2217/2225 [============================>.] - ETA: 0s - loss: 7.1466e-05 - mean_squared_error: 7.1466e-05
Epoch 00052: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 7.1411e-05 - mean_squared_error: 7.1411e-05 - val_loss: 6.0389e-05 - val_mean_squared_error: 6.0389e-05
Epoch 53/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.1603e-05 - mean_squared_error: 7.1603e-05
Epoch 00053: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 7.1538e-05 - mean_squared_error: 7.1538e-05 - val_loss: 4.8762e-05 - val_mean_squared_error: 4.8762e-05
Epoch 54/500
2222/2225 [============================>.] - ETA: 0s - loss: 7.1342e-05 - mean_squared_error: 7.1342e-05
Epoch 00054: loss did not improve from 0.00007
2225/2225 [==============================] - 18s 8ms/step - loss: 7.1333e-05 - mean_squared_error: 7.1333e-05 - val_loss: 5.0040e-05 - val_mean_squared_error: 5.0040e-05
Epoch 55/500
2221/2225 [============================>.] - ETA: 0s - loss: 7.1509e-05 - mean_squared_error: 7.1509e-05
Epoch 00055: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 7.1476e-05 - mean_squared_error: 7.1476e-05 - val_loss: 5.0226e-05 - val_mean_squared_error: 5.0226e-05
Epoch 56/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.0881e-05 - mean_squared_error: 7.0881e-05
Epoch 00056: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\56-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.0798e-05 - mean_squared_error: 7.0798e-05 - val_loss: 5.2731e-05 - val_mean_squared_error: 5.2731e-05
Epoch 57/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.1160e-05 - mean_squared_error: 7.1160e-05
Epoch 00057: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 6ms/step - loss: 7.1076e-05 - mean_squared_error: 7.1076e-05 - val_loss: 5.3534e-05 - val_mean_squared_error: 5.3534e-05
Epoch 58/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.0573e-05 - mean_squared_error: 7.0573e-05
Epoch 00058: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\58-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.0607e-05 - mean_squared_error: 7.0607e-05 - val_loss: 5.4148e-05 - val_mean_squared_error: 5.4148e-05
Epoch 59/500
2223/2225 [============================>.] - ETA: 0s - loss: 7.0514e-05 - mean_squared_error: 7.0514e-05
Epoch 00059: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\59-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.0497e-05 - mean_squared_error: 7.0497e-05 - val_loss: 5.3449e-05 - val_mean_squared_error: 5.3449e-05
Epoch 60/500
2216/2225 [============================>.] - ETA: 0s - loss: 7.0469e-05 - mean_squared_error: 7.0469e-05
Epoch 00060: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\60-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 7.0445e-05 - mean_squared_error: 7.0445e-05 - val_loss: 6.0090e-05 - val_mean_squared_error: 6.0090e-05
Epoch 61/500
2215/2225 [============================>.] - ETA: 0s - loss: 7.0538e-05 - mean_squared_error: 7.0538e-05
Epoch 00061: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 5ms/step - loss: 7.0479e-05 - mean_squared_error: 7.0479e-05 - val_loss: 5.3355e-05 - val_mean_squared_error: 5.3355e-05
Epoch 62/500
2224/2225 [============================>.] - ETA: 0s - loss: 7.0173e-05 - mean_squared_error: 7.0173e-05
Epoch 00062: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\62-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 7.0155e-05 - mean_squared_error: 7.0155e-05 - val_loss: 5.1042e-05 - val_mean_squared_error: 5.1042e-05
Epoch 63/500
2220/2225 [============================>.] - ETA: 0s - loss: 7.0395e-05 - mean_squared_error: 7.0395e-05
Epoch 00063: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 7.0383e-05 - mean_squared_error: 7.0383e-05 - val_loss: 5.9932e-05 - val_mean_squared_error: 5.9932e-05
Epoch 64/500
2220/2225 [============================>.] - ETA: 0s - loss: 6.9630e-05 - mean_squared_error: 6.9630e-05
Epoch 00064: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\64-0.0001.hdf5
2225/2225 [==============================] - 15s 7ms/step - loss: 6.9699e-05 - mean_squared_error: 6.9699e-05 - val_loss: 5.0975e-05 - val_mean_squared_error: 5.0975e-05
Epoch 65/500
2218/2225 [============================>.] - ETA: 0s - loss: 7.0203e-05 - mean_squared_error: 7.0203e-05
Epoch 00065: loss did not improve from 0.00007
2225/2225 [==============================] - 16s 7ms/step - loss: 7.0092e-05 - mean_squared_error: 7.0092e-05 - val_loss: 5.3470e-05 - val_mean_squared_error: 5.3470e-05
Epoch 66/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.9841e-05 - mean_squared_error: 6.9841e-05
Epoch 00066: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.9846e-05 - mean_squared_error: 6.9846e-05 - val_loss: 5.3832e-05 - val_mean_squared_error: 5.3832e-05
Epoch 67/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.9601e-05 - mean_squared_error: 6.9601e-05
Epoch 00067: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\67-0.0000.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9639e-05 - mean_squared_error: 6.9639e-05 - val_loss: 4.8333e-05 - val_mean_squared_error: 4.8333e-05
Epoch 68/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9569e-05 - mean_squared_error: 6.9569e-05
Epoch 00068: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\68-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 6.9566e-05 - mean_squared_error: 6.9566e-05 - val_loss: 6.0093e-05 - val_mean_squared_error: 6.0093e-05
Epoch 69/500
2216/2225 [============================>.] - ETA: 0s - loss: 6.9741e-05 - mean_squared_error: 6.9741e-05
Epoch 00069: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9647e-05 - mean_squared_error: 6.9647e-05 - val_loss: 5.0740e-05 - val_mean_squared_error: 5.0740e-05
Epoch 70/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9607e-05 - mean_squared_error: 6.9607e-05
Epoch 00070: loss did not improve from 0.00007
2225/2225 [==============================] - 12s 6ms/step - loss: 6.9654e-05 - mean_squared_error: 6.9654e-05 - val_loss: 4.9028e-05 - val_mean_squared_error: 4.9028e-05
Epoch 71/500
2220/2225 [============================>.] - ETA: 0s - loss: 6.9455e-05 - mean_squared_error: 6.9455e-05
Epoch 00071: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\71-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.9501e-05 - mean_squared_error: 6.9501e-05 - val_loss: 5.2611e-05 - val_mean_squared_error: 5.2611e-05
Epoch 72/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9413e-05 - mean_squared_error: 6.9413e-05
Epoch 00072: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\72-0.0001.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.9353e-05 - mean_squared_error: 6.9353e-05 - val_loss: 5.1587e-05 - val_mean_squared_error: 5.1587e-05
Epoch 73/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.9475e-05 - mean_squared_error: 6.9475e-05
Epoch 00073: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9488e-05 - mean_squared_error: 6.9488e-05 - val_loss: 5.5048e-05 - val_mean_squared_error: 5.5048e-05
Epoch 74/500
2215/2225 [============================>.] - ETA: 0s - loss: 6.9165e-05 - mean_squared_error: 6.9165e-05
Epoch 00074: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\74-0.0001.hdf5
2225/2225 [==============================] - 13s 6ms/step - loss: 6.9077e-05 - mean_squared_error: 6.9077e-05 - val_loss: 5.1322e-05 - val_mean_squared_error: 5.1322e-05
Epoch 75/500
2223/2225 [============================>.] - ETA: 0s - loss: 6.9206e-05 - mean_squared_error: 6.9206e-05
Epoch 00075: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.9205e-05 - mean_squared_error: 6.9205e-05 - val_loss: 5.2804e-05 - val_mean_squared_error: 5.2804e-05
Epoch 76/500
2221/2225 [============================>.] - ETA: 0s - loss: 6.8961e-05 - mean_squared_error: 6.8961e-05
Epoch 00076: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\76-0.0001.hdf5
2225/2225 [==============================] - 18s 8ms/step - loss: 6.8983e-05 - mean_squared_error: 6.8983e-05 - val_loss: 5.3136e-05 - val_mean_squared_error: 5.3136e-05
Epoch 77/500
2218/2225 [============================>.] - ETA: 0s - loss: 6.8995e-05 - mean_squared_error: 6.8995e-05
Epoch 00077: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\77-0.0001.hdf5
2225/2225 [==============================] - 16s 7ms/step - loss: 6.8911e-05 - mean_squared_error: 6.8911e-05 - val_loss: 5.6446e-05 - val_mean_squared_error: 5.6446e-05
Epoch 78/500
2219/2225 [============================>.] - ETA: 0s - loss: 6.8840e-05 - mean_squared_error: 6.8840e-05
Epoch 00078: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 6.8938e-05 - mean_squared_error: 6.8938e-05 - val_loss: 4.6548e-05 - val_mean_squared_error: 4.6548e-05
Epoch 79/500
2220/2225 [============================>.] - ETA: 0s - loss: 6.8835e-05 - mean_squared_error: 6.8835e-05
Epoch 00079: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\79-0.0000.hdf5
2225/2225 [==============================] - 11s 5ms/step - loss: 6.8867e-05 - mean_squared_error: 6.8867e-05 - val_loss: 4.9436e-05 - val_mean_squared_error: 4.9436e-05
Epoch 80/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8706e-05 - mean_squared_error: 6.8706e-05
Epoch 00080: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\80-0.0001.hdf5
2225/2225 [==============================] - 12s 6ms/step - loss: 6.8689e-05 - mean_squared_error: 6.8689e-05 - val_loss: 5.8581e-05 - val_mean_squared_error: 5.8581e-05
Epoch 81/500
2225/2225 [==============================] - ETA: 0s - loss: 6.8608e-05 - mean_squared_error: 6.8608e-05
Epoch 00081: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\81-0.0000.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 6.8608e-05 - mean_squared_error: 6.8608e-05 - val_loss: 4.8794e-05 - val_mean_squared_error: 4.8794e-05
Epoch 82/500
2216/2225 [============================>.] - ETA: 0s - loss: 6.8592e-05 - mean_squared_error: 6.8592e-05
Epoch 00082: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\82-0.0001.hdf5
2225/2225 [==============================] - 12s 5ms/step - loss: 6.8565e-05 - mean_squared_error: 6.8565e-05 - val_loss: 6.0473e-05 - val_mean_squared_error: 6.0473e-05
Epoch 83/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8776e-05 - mean_squared_error: 6.8776e-05
Epoch 00083: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.8777e-05 - mean_squared_error: 6.8777e-05 - val_loss: 5.1301e-05 - val_mean_squared_error: 5.1301e-05
Epoch 84/500
2217/2225 [============================>.] - ETA: 0s - loss: 6.7962e-05 - mean_squared_error: 6.7962e-05
Epoch 00084: loss improved from 0.00007 to 0.00007, saving model to ./model_LSTM/73\84-0.0000.hdf5
2225/2225 [==============================] - 14s 6ms/step - loss: 6.8123e-05 - mean_squared_error: 6.8123e-05 - val_loss: 4.8349e-05 - val_mean_squared_error: 4.8349e-05
Epoch 85/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8877e-05 - mean_squared_error: 6.8877e-05
Epoch 00085: loss did not improve from 0.00007
2225/2225 [==============================] - 14s 6ms/step - loss: 6.8863e-05 - mean_squared_error: 6.8863e-05 - val_loss: 5.1119e-05 - val_mean_squared_error: 5.1119e-05
Epoch 86/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8235e-05 - mean_squared_error: 6.8235e-05 ETA: 0s - loss: 6.8436e-05 - mean_squared_error: 6.84
Epoch 00086: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 6.8230e-05 - mean_squared_error: 6.8230e-05 - val_loss: 5.3509e-05 - val_mean_squared_error: 5.3509e-05
Epoch 87/500
2217/2225 [============================>.] - ETA: 0s - loss: 6.8266e-05 - mean_squared_error: 6.8266e-05
Epoch 00087: loss did not improve from 0.00007
2225/2225 [==============================] - 15s 7ms/step - loss: 6.8348e-05 - mean_squared_error: 6.8348e-05 - val_loss: 5.2600e-05 - val_mean_squared_error: 5.2600e-05
Epoch 88/500
2219/2225 [============================>.] - ETA: 0s - loss: 6.8240e-05 - mean_squared_error: 6.8240e-05
Epoch 00088: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.8302e-05 - mean_squared_error: 6.8302e-05 - val_loss: 6.1596e-05 - val_mean_squared_error: 6.1596e-05
Epoch 89/500
2224/2225 [============================>.] - ETA: 0s - loss: 6.8426e-05 - mean_squared_error: 6.8426e-05
Epoch 00089: loss did not improve from 0.00007
2225/2225 [==============================] - 13s 6ms/step - loss: 6.8411e-05 - mean_squared_error: 6.8411e-05 - val_loss: 5.6121e-05 - val_mean_squared_error: 5.6121e-05
Epoch 00089: early stopping
Epoch 1/500
2181/2186 [============================>.] - ETA: 0s - loss: 1.3057e-05 - mean_squared_error: 1.3057e-05
Epoch 00001: loss improved from inf to 0.00001, saving model to ./model_LSTM/74\01-0.0000.hdf5
2186/2186 [==============================] - 13s 6ms/step - loss: 1.3050e-05 - mean_squared_error: 1.3050e-05 - val_loss: 3.5253e-06 - val_mean_squared_error: 3.5253e-06
Epoch 2/500
2183/2186 [============================>.] - ETA: 0s - loss: 1.2287e-05 - mean_squared_error: 1.2287e-05
Epoch 00002: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\02-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.2283e-05 - mean_squared_error: 1.2283e-05 - val_loss: 3.0058e-06 - val_mean_squared_error: 3.0058e-06
Epoch 3/500
2182/2186 [============================>.] - ETA: 0s - loss: 1.2068e-05 - mean_squared_error: 1.2068e-05
Epoch 00003: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\03-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.2059e-05 - mean_squared_error: 1.2059e-05 - val_loss: 3.4083e-06 - val_mean_squared_error: 3.4083e-06
Epoch 4/500
2182/2186 [============================>.] - ETA: 0s - loss: 1.1776e-05 - mean_squared_error: 1.1776e-05
Epoch 00004: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\04-0.0000.hdf5
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1770e-05 - mean_squared_error: 1.1770e-05 - val_loss: 2.7446e-06 - val_mean_squared_error: 2.7446e-06
Epoch 5/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.1570e-05 - mean_squared_error: 1.1570e-05
Epoch 00005: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\05-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.1589e-05 - mean_squared_error: 1.1589e-05 - val_loss: 3.6778e-06 - val_mean_squared_error: 3.6778e-06
Epoch 6/500
2186/2186 [==============================] - ETA: 0s - loss: 1.1433e-05 - mean_squared_error: 1.1433e-05
Epoch 00006: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\06-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.1433e-05 - mean_squared_error: 1.1433e-05 - val_loss: 3.0614e-06 - val_mean_squared_error: 3.0614e-06
Epoch 7/500
2186/2186 [==============================] - ETA: 0s - loss: 1.1502e-05 - mean_squared_error: 1.1502e-05
Epoch 00007: loss did not improve from 0.00001
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1502e-05 - mean_squared_error: 1.1502e-05 - val_loss: 4.5585e-06 - val_mean_squared_error: 4.5585e-06
Epoch 8/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.1087e-05 - mean_squared_error: 1.1087e-05
Epoch 00008: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\08-0.0000.hdf5
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1075e-05 - mean_squared_error: 1.1075e-05 - val_loss: 2.6746e-06 - val_mean_squared_error: 2.6746e-06
Epoch 9/500
2185/2186 [============================>.] - ETA: 0s - loss: 1.1194e-05 - mean_squared_error: 1.1194e-05
Epoch 00009: loss did not improve from 0.00001
2186/2186 [==============================] - 16s 7ms/step - loss: 1.1191e-05 - mean_squared_error: 1.1191e-05 - val_loss: 2.8109e-06 - val_mean_squared_error: 2.8109e-06
Epoch 10/500
2185/2186 [============================>.] - ETA: 0s - loss: 1.1132e-05 - mean_squared_error: 1.1132e-05
Epoch 00010: loss did not improve from 0.00001
2186/2186 [==============================] - 14s 6ms/step - loss: 1.1133e-05 - mean_squared_error: 1.1133e-05 - val_loss: 4.3841e-06 - val_mean_squared_error: 4.3841e-06
Epoch 11/500
2179/2186 [============================>.] - ETA: 0s - loss: 1.0827e-05 - mean_squared_error: 1.0827e-05
Epoch 00011: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\11-0.0000.hdf5
2186/2186 [==============================] - 14s 6ms/step - loss: 1.0827e-05 - mean_squared_error: 1.0827e-05 - val_loss: 2.7318e-06 - val_mean_squared_error: 2.7318e-06
Epoch 12/500
2184/2186 [============================>.] - ETA: 0s - loss: 1.1084e-05 - mean_squared_error: 1.1084e-05
Epoch 00012: loss did not improve from 0.00001
2186/2186 [==============================] - 11s 5ms/step - loss: 1.1078e-05 - mean_squared_error: 1.1078e-05 - val_loss: 2.9503e-06 - val_mean_squared_error: 2.9503e-06
Epoch 13/500
2186/2186 [==============================] - ETA: 0s - loss: 1.0821e-05 - mean_squared_error: 1.0821e-05 ETA: 0s - loss: 1.0865e-05 - mean
Epoch 00013: loss improved from 0.00001 to 0.00001, saving model to ./model_LSTM/74\13-0.0000.hdf5
2186/2186 [==============================] - 12s 5ms/step - loss: 1.0821e-05 - mean_squared_error: 1.0821e-05 - val_loss: 3.5668e-06 - val_mean_squared_error: 3.5668e-06
Epoch 14/500
2184/2186 [============================>.] - ETA: 0s - loss: 1.1039e-05 - mean_squared_error: 1.1039e-05
Epoch 00014: loss did not improve from 0.00001
2186/2186 [==============================] - 13s 6ms/step - loss: 1.1032e-05 - mean_squared_error: 1.1032e-05 - val_loss: 3.8133e-06 - val_mean_squared_error: 3.8133e-06
Epoch 15/500
2184/2186 [============================>.] - ETA: 0s - loss: 1.0878e-05 - mean_squared_error: 1.0878e-05
Epoch 00015: loss did not improve from 0.00001
2186/2186 [==============================] - 15s 7ms/step - loss: 1.0870e-05 - mean_squared_error: 1.0870e-05 - val_loss: 3.0198e-06 - val_mean_squared_error: 3.0198e-06
Epoch 16/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.0864e-05 - mean_squared_error: 1.0864e-05
Epoch 00016: loss did not improve from 0.00001
2186/2186 [==============================] - 17s 8ms/step - loss: 1.0859e-05 - mean_squared_error: 1.0859e-05 - val_loss: 2.7100e-06 - val_mean_squared_error: 2.7100e-06
Epoch 17/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.0823e-05 - mean_squared_error: 1.0823e-05
Epoch 00017: loss did not improve from 0.00001
2186/2186 [==============================] - 15s 7ms/step - loss: 1.0826e-05 - mean_squared_error: 1.0826e-05 - val_loss: 2.5867e-06 - val_mean_squared_error: 2.5867e-06
Epoch 18/500
2180/2186 [============================>.] - ETA: 0s - loss: 1.0893e-05 - mean_squared_error: 1.0893e-05
Epoch 00018: loss did not improve from 0.00001
2186/2186 [==============================] - 16s 7ms/step - loss: 1.0913e-05 - mean_squared_error: 1.0913e-05 - val_loss: 6.0589e-06 - val_mean_squared_error: 6.0589e-06
Epoch 00018: early stopping
Epoch 1/500
2161/2169 [============================>.] - ETA: 0s - loss: 3.3349e-04 - mean_squared_error: 3.3349e-04
Epoch 00001: loss improved from inf to 0.00033, saving model to ./model_LSTM/75\01-0.0002.hdf5
2169/2169 [==============================] - 19s 9ms/step - loss: 3.3433e-04 - mean_squared_error: 3.3433e-04 - val_loss: 2.1333e-04 - val_mean_squared_error: 2.1333e-04
Epoch 2/500
2160/2169 [============================>.] - ETA: 0s - loss: 2.9732e-04 - mean_squared_error: 2.9732e-04
Epoch 00002: loss improved from 0.00033 to 0.00030, saving model to ./model_LSTM/75\02-0.0002.hdf5
2169/2169 [==============================] - 15s 7ms/step - loss: 2.9734e-04 - mean_squared_error: 2.9734e-04 - val_loss: 2.0651e-04 - val_mean_squared_error: 2.0651e-04
Epoch 3/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.8708e-04 - mean_squared_error: 2.8708e-04
Epoch 00003: loss improved from 0.00030 to 0.00029, saving model to ./model_LSTM/75\03-0.0002.hdf5
2169/2169 [==============================] - 12s 6ms/step - loss: 2.8684e-04 - mean_squared_error: 2.8684e-04 - val_loss: 1.9307e-04 - val_mean_squared_error: 1.9307e-04
Epoch 4/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.8102e-04 - mean_squared_error: 2.8102e-04
Epoch 00004: loss improved from 0.00029 to 0.00028, saving model to ./model_LSTM/75\04-0.0002.hdf5
2169/2169 [==============================] - 12s 6ms/step - loss: 2.8067e-04 - mean_squared_error: 2.8067e-04 - val_loss: 2.0031e-04 - val_mean_squared_error: 2.0031e-04
Epoch 5/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.7861e-04 - mean_squared_error: 2.7861e-04
Epoch 00005: loss improved from 0.00028 to 0.00028, saving model to ./model_LSTM/75\05-0.0002.hdf5
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7828e-04 - mean_squared_error: 2.7828e-04 - val_loss: 2.0155e-04 - val_mean_squared_error: 2.0155e-04
Epoch 6/500
2168/2169 [============================>.] - ETA: 0s - loss: 2.7997e-04 - mean_squared_error: 2.7997e-04
Epoch 00006: loss did not improve from 0.00028
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7993e-04 - mean_squared_error: 2.7993e-04 - val_loss: 2.0530e-04 - val_mean_squared_error: 2.0530e-04
Epoch 7/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.7872e-04 - mean_squared_error: 2.7872e-04
Epoch 00007: loss did not improve from 0.00028
2169/2169 [==============================] - 14s 6ms/step - loss: 2.7871e-04 - mean_squared_error: 2.7871e-04 - val_loss: 1.9125e-04 - val_mean_squared_error: 1.9125e-04
Epoch 8/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.7041e-04 - mean_squared_error: 2.7041e-04
Epoch 00008: loss improved from 0.00028 to 0.00027, saving model to ./model_LSTM/75\08-0.0002.hdf5
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7060e-04 - mean_squared_error: 2.7060e-04 - val_loss: 1.9420e-04 - val_mean_squared_error: 1.9420e-04
Epoch 9/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.7081e-04 - mean_squared_error: 2.7081e-04
Epoch 00009: loss improved from 0.00027 to 0.00027, saving model to ./model_LSTM/75\09-0.0002.hdf5
2169/2169 [==============================] - 12s 5ms/step - loss: 2.7028e-04 - mean_squared_error: 2.7028e-04 - val_loss: 1.8666e-04 - val_mean_squared_error: 1.8666e-04
Epoch 10/500
2167/2169 [============================>.] - ETA: 0s - loss: 2.7074e-04 - mean_squared_error: 2.7074e-04
Epoch 00010: loss did not improve from 0.00027
2169/2169 [==============================] - 13s 6ms/step - loss: 2.7122e-04 - mean_squared_error: 2.7122e-04 - val_loss: 1.8404e-04 - val_mean_squared_error: 1.8404e-04
Epoch 11/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6931e-04 - mean_squared_error: 2.6931e-04
Epoch 00011: loss improved from 0.00027 to 0.00027, saving model to ./model_LSTM/75\11-0.0002.hdf5
2169/2169 [==============================] - 14s 6ms/step - loss: 2.6931e-04 - mean_squared_error: 2.6931e-04 - val_loss: 1.8622e-04 - val_mean_squared_error: 1.8622e-04
Epoch 12/500
2166/2169 [============================>.] - ETA: 0s - loss: 2.6937e-04 - mean_squared_error: 2.6937e-04
Epoch 00012: loss did not improve from 0.00027
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6936e-04 - mean_squared_error: 2.6936e-04 - val_loss: 1.9172e-04 - val_mean_squared_error: 1.9172e-04
Epoch 13/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.7009e-04 - mean_squared_error: 2.7009e-04
Epoch 00013: loss did not improve from 0.00027
2169/2169 [==============================] - 16s 7ms/step - loss: 2.7132e-04 - mean_squared_error: 2.7132e-04 - val_loss: 1.8071e-04 - val_mean_squared_error: 1.8071e-04
Epoch 14/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.6816e-04 - mean_squared_error: 2.6816e-04
Epoch 00014: loss improved from 0.00027 to 0.00027, saving model to ./model_LSTM/75\14-0.0002.hdf5
2169/2169 [==============================] - 13s 6ms/step - loss: 2.6776e-04 - mean_squared_error: 2.6776e-04 - val_loss: 1.8370e-04 - val_mean_squared_error: 1.8370e-04
Epoch 15/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.7101e-04 - mean_squared_error: 2.7101e-04
Epoch 00015: loss did not improve from 0.00027
2169/2169 [==============================] - 12s 6ms/step - loss: 2.7064e-04 - mean_squared_error: 2.7064e-04 - val_loss: 1.9164e-04 - val_mean_squared_error: 1.9164e-04
Epoch 16/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.6475e-04 - mean_squared_error: 2.6475e-04
Epoch 00016: loss improved from 0.00027 to 0.00026, saving model to ./model_LSTM/75\16-0.0002.hdf5
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6440e-04 - mean_squared_error: 2.6440e-04 - val_loss: 1.9153e-04 - val_mean_squared_error: 1.9153e-04
Epoch 17/500
2164/2169 [============================>.] - ETA: 0s - loss: 2.6767e-04 - mean_squared_error: 2.6767e-04
Epoch 00017: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6738e-04 - mean_squared_error: 2.6738e-04 - val_loss: 1.7978e-04 - val_mean_squared_error: 1.7978e-04
Epoch 18/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.6322e-04 - mean_squared_error: 2.6322e-04
Epoch 00018: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\18-0.0002.hdf5
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6282e-04 - mean_squared_error: 2.6282e-04 - val_loss: 1.9017e-04 - val_mean_squared_error: 1.9017e-04
Epoch 19/500
2166/2169 [============================>.] - ETA: 0s - loss: 2.6272e-04 - mean_squared_error: 2.6272e-04
Epoch 00019: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6299e-04 - mean_squared_error: 2.6299e-04 - val_loss: 1.9397e-04 - val_mean_squared_error: 1.9397e-04
Epoch 20/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6379e-04 - mean_squared_error: 2.6379e-04
Epoch 00020: loss did not improve from 0.00026
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6379e-04 - mean_squared_error: 2.6379e-04 - val_loss: 1.8411e-04 - val_mean_squared_error: 1.8411e-04
Epoch 21/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.6222e-04 - mean_squared_error: 2.6222e-04
Epoch 00021: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\21-0.0002.hdf5
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6161e-04 - mean_squared_error: 2.6161e-04 - val_loss: 1.8427e-04 - val_mean_squared_error: 1.8427e-04
Epoch 22/500
2163/2169 [============================>.] - ETA: 0s - loss: 2.6261e-04 - mean_squared_error: 2.6261e-04
Epoch 00022: loss did not improve from 0.00026
2169/2169 [==============================] - 20s 9ms/step - loss: 2.6198e-04 - mean_squared_error: 2.6198e-04 - val_loss: 1.8462e-04 - val_mean_squared_error: 1.8462e-04
Epoch 23/500
2166/2169 [============================>.] - ETA: 0s - loss: 2.6137e-04 - mean_squared_error: 2.6137e-04
Epoch 00023: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\23-0.0002.hdf5
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6118e-04 - mean_squared_error: 2.6118e-04 - val_loss: 1.8939e-04 - val_mean_squared_error: 1.8939e-04
Epoch 24/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6143e-04 - mean_squared_error: 2.6143e-04
Epoch 00024: loss did not improve from 0.00026
2169/2169 [==============================] - 17s 8ms/step - loss: 2.6143e-04 - mean_squared_error: 2.6143e-04 - val_loss: 1.8050e-04 - val_mean_squared_error: 1.8050e-04
Epoch 25/500
2160/2169 [============================>.] - ETA: 0s - loss: 2.5958e-04 - mean_squared_error: 2.5958e-04
Epoch 00025: loss improved from 0.00026 to 0.00026, saving model to ./model_LSTM/75\25-0.0002.hdf5
2169/2169 [==============================] - 13s 6ms/step - loss: 2.5916e-04 - mean_squared_error: 2.5916e-04 - val_loss: 1.9306e-04 - val_mean_squared_error: 1.9306e-04
Epoch 26/500
2162/2169 [============================>.] - ETA: 0s - loss: 2.6138e-04 - mean_squared_error: 2.6138e-04
Epoch 00026: loss did not improve from 0.00026
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6095e-04 - mean_squared_error: 2.6095e-04 - val_loss: 1.8533e-04 - val_mean_squared_error: 1.8533e-04
Epoch 27/500
2165/2169 [============================>.] - ETA: 0s - loss: 2.6132e-04 - mean_squared_error: 2.6132e-04
Epoch 00027: loss did not improve from 0.00026
2169/2169 [==============================] - 12s 6ms/step - loss: 2.6094e-04 - mean_squared_error: 2.6094e-04 - val_loss: 1.8631e-04 - val_mean_squared_error: 1.8631e-04
Epoch 28/500
2168/2169 [============================>.] - ETA: 0s - loss: 2.6159e-04 - mean_squared_error: 2.6159e-04
Epoch 00028: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6155e-04 - mean_squared_error: 2.6155e-04 - val_loss: 1.9144e-04 - val_mean_squared_error: 1.9144e-04
Epoch 29/500
2168/2169 [============================>.] - ETA: 0s - loss: 2.6448e-04 - mean_squared_error: 2.6448e-04
Epoch 00029: loss did not improve from 0.00026
2169/2169 [==============================] - 11s 5ms/step - loss: 2.6443e-04 - mean_squared_error: 2.6443e-04 - val_loss: 1.8942e-04 - val_mean_squared_error: 1.8942e-04
Epoch 30/500
2169/2169 [==============================] - ETA: 0s - loss: 2.6349e-04 - mean_squared_error: 2.6349e-04 ETA: 0s - loss: 2.6598e-04 - mean_squ
Epoch 00030: loss did not improve from 0.00026
2169/2169 [==============================] - 13s 6ms/step - loss: 2.6349e-04 - mean_squared_error: 2.6349e-04 - val_loss: 1.8115e-04 - val_mean_squared_error: 1.8115e-04
Epoch 00030: early stopping
Epoch 1/500
761/769 [============================>.] - ETA: 0s - loss: 5.8122e-05 - mean_squared_error: 5.8122e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/76\01-0.0000.hdf5
769/769 [==============================] - 4s 5ms/step - loss: 5.7649e-05 - mean_squared_error: 5.7649e-05 - val_loss: 1.1769e-06 - val_mean_squared_error: 1.1769e-06
Epoch 2/500
765/769 [============================>.] - ETA: 0s - loss: 5.6791e-05 - mean_squared_error: 5.6791e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/76\02-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 5.6557e-05 - mean_squared_error: 5.6557e-05 - val_loss: 1.8000e-06 - val_mean_squared_error: 1.8000e-06
Epoch 3/500
763/769 [============================>.] - ETA: 0s - loss: 5.3145e-05 - mean_squared_error: 5.3145e-05
Epoch 00003: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/76\03-0.0000.hdf5
769/769 [==============================] - 4s 5ms/step - loss: 5.2870e-05 - mean_squared_error: 5.2870e-05 - val_loss: 1.1218e-06 - val_mean_squared_error: 1.1218e-06
Epoch 4/500
765/769 [============================>.] - ETA: 0s - loss: 5.2058e-05 - mean_squared_error: 5.2058e-05
Epoch 00004: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\04-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 5.2133e-05 - mean_squared_error: 5.2133e-05 - val_loss: 1.5804e-06 - val_mean_squared_error: 1.5804e-06
Epoch 5/500
769/769 [==============================] - ETA: 0s - loss: 5.0733e-05 - mean_squared_error: 5.0733e-05
Epoch 00005: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\05-0.0000.hdf5
769/769 [==============================] - 5s 7ms/step - loss: 5.0733e-05 - mean_squared_error: 5.0733e-05 - val_loss: 9.4145e-07 - val_mean_squared_error: 9.4145e-07
Epoch 6/500
769/769 [==============================] - ETA: 0s - loss: 4.8761e-05 - mean_squared_error: 4.8761e-05
Epoch 00006: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\06-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 4.8761e-05 - mean_squared_error: 4.8761e-05 - val_loss: 1.1355e-06 - val_mean_squared_error: 1.1355e-06
Epoch 7/500
760/769 [============================>.] - ETA: 0s - loss: 4.7043e-05 - mean_squared_error: 4.7043e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/76\07-0.0000.hdf5
769/769 [==============================] - 4s 6ms/step - loss: 4.6561e-05 - mean_squared_error: 4.6561e-05 - val_loss: 9.4419e-07 - val_mean_squared_error: 9.4419e-07
Epoch 8/500
767/769 [============================>.] - ETA: 0s - loss: 4.3579e-05 - mean_squared_error: 4.3579e-05
Epoch 00008: loss improved from 0.00005 to 0.00004, saving model to ./model_LSTM/76\08-0.0000.hdf5
769/769 [==============================] - 5s 6ms/step - loss: 4.3516e-05 - mean_squared_error: 4.3516e-05 - val_loss: 8.2385e-06 - val_mean_squared_error: 8.2385e-06
Epoch 9/500
765/769 [============================>.] - ETA: 0s - loss: 5.0987e-05 - mean_squared_error: 5.0987e-05
Epoch 00009: loss did not improve from 0.00004
769/769 [==============================] - 6s 8ms/step - loss: 5.0902e-05 - mean_squared_error: 5.0902e-05 - val_loss: 1.0823e-06 - val_mean_squared_error: 1.0823e-06
Epoch 10/500
767/769 [============================>.] - ETA: 0s - loss: 4.3906e-05 - mean_squared_error: 4.3906e-05
Epoch 00010: loss did not improve from 0.00004
769/769 [==============================] - 5s 7ms/step - loss: 4.3840e-05 - mean_squared_error: 4.3840e-05 - val_loss: 1.4404e-06 - val_mean_squared_error: 1.4404e-06
Epoch 11/500
763/769 [============================>.] - ETA: 0s - loss: 4.1941e-05 - mean_squared_error: 4.1941e-05
Epoch 00011: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\11-0.0000.hdf5
769/769 [==============================] - 5s 7ms/step - loss: 4.1695e-05 - mean_squared_error: 4.1695e-05 - val_loss: 1.2008e-06 - val_mean_squared_error: 1.2008e-06
Epoch 12/500
761/769 [============================>.] - ETA: 0s - loss: 3.9837e-05 - mean_squared_error: 3.9837e-05
Epoch 00012: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\12-0.0000.hdf5
769/769 [==============================] - 6s 7ms/step - loss: 3.9793e-05 - mean_squared_error: 3.9793e-05 - val_loss: 3.3546e-06 - val_mean_squared_error: 3.3546e-06
Epoch 13/500
763/769 [============================>.] - ETA: 0s - loss: 3.9850e-05 - mean_squared_error: 3.9850e-05
Epoch 00013: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\13-0.0000.hdf5
769/769 [==============================] - 6s 8ms/step - loss: 3.9601e-05 - mean_squared_error: 3.9601e-05 - val_loss: 2.7408e-06 - val_mean_squared_error: 2.7408e-06
Epoch 14/500
765/769 [============================>.] - ETA: 0s - loss: 3.7878e-05 - mean_squared_error: 3.7878e-05
Epoch 00014: loss improved from 0.00004 to 0.00004, saving model to ./model_LSTM/76\14-0.0000.hdf5
769/769 [==============================] - 6s 8ms/step - loss: 3.7724e-05 - mean_squared_error: 3.7724e-05 - val_loss: 1.1153e-06 - val_mean_squared_error: 1.1153e-06
Epoch 15/500
769/769 [==============================] - ETA: 0s - loss: 4.1943e-05 - mean_squared_error: 4.1943e-05
Epoch 00015: loss did not improve from 0.00004
769/769 [==============================] - 6s 7ms/step - loss: 4.1943e-05 - mean_squared_error: 4.1943e-05 - val_loss: 1.0672e-06 - val_mean_squared_error: 1.0672e-06
Epoch 16/500
764/769 [============================>.] - ETA: 0s - loss: 3.9445e-05 - mean_squared_error: 3.9445e-05
Epoch 00016: loss did not improve from 0.00004
769/769 [==============================] - 5s 7ms/step - loss: 3.9310e-05 - mean_squared_error: 3.9310e-05 - val_loss: 1.6408e-06 - val_mean_squared_error: 1.6408e-06
Epoch 17/500
762/769 [============================>.] - ETA: 0s - loss: 3.8058e-05 - mean_squared_error: 3.8058e-05
Epoch 00017: loss did not improve from 0.00004
769/769 [==============================] - 5s 7ms/step - loss: 3.7779e-05 - mean_squared_error: 3.7779e-05 - val_loss: 1.3857e-06 - val_mean_squared_error: 1.3857e-06
Epoch 18/500
760/769 [============================>.] - ETA: 0s - loss: 4.1835e-05 - mean_squared_error: 4.1835e-05
Epoch 00018: loss did not improve from 0.00004
769/769 [==============================] - 5s 6ms/step - loss: 4.1513e-05 - mean_squared_error: 4.1513e-05 - val_loss: 2.0358e-06 - val_mean_squared_error: 2.0358e-06
Epoch 19/500
760/769 [============================>.] - ETA: 0s - loss: 3.9108e-05 - mean_squared_error: 3.9108e-05
Epoch 00019: loss did not improve from 0.00004
769/769 [==============================] - 4s 5ms/step - loss: 3.8977e-05 - mean_squared_error: 3.8977e-05 - val_loss: 1.0024e-06 - val_mean_squared_error: 1.0024e-06
Epoch 00019: early stopping
Epoch 1/500
2191/2196 [============================>.] - ETA: 0s - loss: 1.4404e-04 - mean_squared_error: 1.4404e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/77\01-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 1.4386e-04 - mean_squared_error: 1.4386e-04 - val_loss: 6.9738e-05 - val_mean_squared_error: 6.9738e-05
Epoch 2/500
2193/2196 [============================>.] - ETA: 0s - loss: 1.0384e-04 - mean_squared_error: 1.0384e-04
Epoch 00002: loss improved from 0.00014 to 0.00010, saving model to ./model_LSTM/77\02-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 1.0376e-04 - mean_squared_error: 1.0376e-04 - val_loss: 6.9026e-05 - val_mean_squared_error: 6.9026e-05
Epoch 3/500
2193/2196 [============================>.] - ETA: 0s - loss: 9.6532e-05 - mean_squared_error: 9.6532e-05
Epoch 00003: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/77\03-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.6653e-05 - mean_squared_error: 9.6653e-05 - val_loss: 5.9947e-05 - val_mean_squared_error: 5.9947e-05
Epoch 4/500
2196/2196 [==============================] - ETA: 0s - loss: 9.4105e-05 - mean_squared_error: 9.4105e-05
Epoch 00004: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/77\04-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.4105e-05 - mean_squared_error: 9.4105e-05 - val_loss: 5.8603e-05 - val_mean_squared_error: 5.8603e-05
Epoch 5/500
2186/2196 [============================>.] - ETA: 0s - loss: 9.1893e-05 - mean_squared_error: 9.1893e-05
Epoch 00005: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\05-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.2017e-05 - mean_squared_error: 9.2017e-05 - val_loss: 5.7770e-05 - val_mean_squared_error: 5.7770e-05
Epoch 6/500
2187/2196 [============================>.] - ETA: 0s - loss: 9.0376e-05 - mean_squared_error: 9.0376e-05
Epoch 00006: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\06-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 9.0357e-05 - mean_squared_error: 9.0357e-05 - val_loss: 5.8037e-05 - val_mean_squared_error: 5.8037e-05
Epoch 7/500
2186/2196 [============================>.] - ETA: 0s - loss: 8.9341e-05 - mean_squared_error: 8.9341e-05
Epoch 00007: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\07-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.9456e-05 - mean_squared_error: 8.9456e-05 - val_loss: 5.9621e-05 - val_mean_squared_error: 5.9621e-05
Epoch 8/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.8777e-05 - mean_squared_error: 8.8777e-05
Epoch 00008: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\08-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.8778e-05 - mean_squared_error: 8.8778e-05 - val_loss: 6.0134e-05 - val_mean_squared_error: 6.0134e-05
Epoch 9/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.7544e-05 - mean_squared_error: 8.7544e-05
Epoch 00009: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\09-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.7671e-05 - mean_squared_error: 8.7671e-05 - val_loss: 6.3903e-05 - val_mean_squared_error: 6.3903e-05
Epoch 10/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.6899e-05 - mean_squared_error: 8.6899e-05
Epoch 00010: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\10-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.6919e-05 - mean_squared_error: 8.6919e-05 - val_loss: 6.0593e-05 - val_mean_squared_error: 6.0593e-05
Epoch 11/500
2193/2196 [============================>.] - ETA: 0s - loss: 8.6143e-05 - mean_squared_error: 8.6143e-05
Epoch 00011: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\11-0.0001.hdf5
2196/2196 [==============================] - 14s 7ms/step - loss: 8.6097e-05 - mean_squared_error: 8.6097e-05 - val_loss: 5.8137e-05 - val_mean_squared_error: 5.8137e-05
Epoch 12/500
2188/2196 [============================>.] - ETA: 0s - loss: 8.5233e-05 - mean_squared_error: 8.5233e-05
Epoch 00012: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/77\12-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.5328e-05 - mean_squared_error: 8.5328e-05 - val_loss: 5.6943e-05 - val_mean_squared_error: 5.6943e-05
Epoch 13/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.5246e-05 - mean_squared_error: 8.5246e-05
Epoch 00013: loss did not improve from 0.00009
2196/2196 [==============================] - 12s 6ms/step - loss: 8.5501e-05 - mean_squared_error: 8.5501e-05 - val_loss: 5.7391e-05 - val_mean_squared_error: 5.7391e-05
Epoch 14/500
2184/2196 [============================>.] - ETA: 0s - loss: 8.4627e-05 - mean_squared_error: 8.4627e-05
Epoch 00014: loss improved from 0.00009 to 0.00008, saving model to ./model_LSTM/77\14-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.4528e-05 - mean_squared_error: 8.4528e-05 - val_loss: 5.3933e-05 - val_mean_squared_error: 5.3933e-05
Epoch 15/500
2196/2196 [==============================] - ETA: 0s - loss: 8.3660e-05 - mean_squared_error: 8.3660e-05
Epoch 00015: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\15-0.0001.hdf5
2196/2196 [==============================] - 10s 5ms/step - loss: 8.3660e-05 - mean_squared_error: 8.3660e-05 - val_loss: 5.4776e-05 - val_mean_squared_error: 5.4776e-05
Epoch 16/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.3619e-05 - mean_squared_error: 8.3619e-05
Epoch 00016: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\16-0.0001.hdf5
2196/2196 [==============================] - 15s 7ms/step - loss: 8.3658e-05 - mean_squared_error: 8.3658e-05 - val_loss: 7.0944e-05 - val_mean_squared_error: 7.0944e-05
Epoch 17/500
2190/2196 [============================>.] - ETA: 0s - loss: 8.3568e-05 - mean_squared_error: 8.3568e-05
Epoch 00017: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\17-0.0001.hdf5
2196/2196 [==============================] - 12s 6ms/step - loss: 8.3530e-05 - mean_squared_error: 8.3530e-05 - val_loss: 5.5577e-05 - val_mean_squared_error: 5.5577e-05
Epoch 18/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.2601e-05 - mean_squared_error: 8.2601e-05
Epoch 00018: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\18-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.2599e-05 - mean_squared_error: 8.2599e-05 - val_loss: 6.3655e-05 - val_mean_squared_error: 6.3655e-05
Epoch 19/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.2662e-05 - mean_squared_error: 8.2662e-05
Epoch 00019: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 8.2619e-05 - mean_squared_error: 8.2619e-05 - val_loss: 5.5108e-05 - val_mean_squared_error: 5.5108e-05
Epoch 20/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.2309e-05 - mean_squared_error: 8.2309e-05
Epoch 00020: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\20-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.2337e-05 - mean_squared_error: 8.2337e-05 - val_loss: 7.6104e-05 - val_mean_squared_error: 7.6104e-05
Epoch 21/500
2191/2196 [============================>.] - ETA: 0s - loss: 8.2463e-05 - mean_squared_error: 8.2463e-05
Epoch 00021: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 8.2435e-05 - mean_squared_error: 8.2435e-05 - val_loss: 5.5073e-05 - val_mean_squared_error: 5.5073e-05
Epoch 22/500
2190/2196 [============================>.] - ETA: 0s - loss: 8.2483e-05 - mean_squared_error: 8.2483e-05
Epoch 00022: loss did not improve from 0.00008
2196/2196 [==============================] - 14s 6ms/step - loss: 8.2397e-05 - mean_squared_error: 8.2397e-05 - val_loss: 5.5163e-05 - val_mean_squared_error: 5.5163e-05
Epoch 23/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.1996e-05 - mean_squared_error: 8.1996e-05
Epoch 00023: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\23-0.0001.hdf5
2196/2196 [==============================] - 15s 7ms/step - loss: 8.1997e-05 - mean_squared_error: 8.1997e-05 - val_loss: 6.2210e-05 - val_mean_squared_error: 6.2210e-05
Epoch 24/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.1457e-05 - mean_squared_error: 8.1457e-05
Epoch 00024: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\24-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 8.1448e-05 - mean_squared_error: 8.1448e-05 - val_loss: 5.7443e-05 - val_mean_squared_error: 5.7443e-05
Epoch 25/500
2189/2196 [============================>.] - ETA: 0s - loss: 8.1468e-05 - mean_squared_error: 8.1468e-05
Epoch 00025: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\25-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.1424e-05 - mean_squared_error: 8.1424e-05 - val_loss: 5.6223e-05 - val_mean_squared_error: 5.6223e-05
Epoch 26/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.1550e-05 - mean_squared_error: 8.1550e-05
Epoch 00026: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 8.1617e-05 - mean_squared_error: 8.1617e-05 - val_loss: 6.1463e-05 - val_mean_squared_error: 6.1463e-05
Epoch 27/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.1322e-05 - mean_squared_error: 8.1322e-05
Epoch 00027: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\27-0.0001.hdf5
2196/2196 [==============================] - 10s 5ms/step - loss: 8.1314e-05 - mean_squared_error: 8.1314e-05 - val_loss: 5.5998e-05 - val_mean_squared_error: 5.5998e-05
Epoch 28/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.0806e-05 - mean_squared_error: 8.0806e-05
Epoch 00028: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\28-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.0798e-05 - mean_squared_error: 8.0798e-05 - val_loss: 6.3654e-05 - val_mean_squared_error: 6.3654e-05
Epoch 29/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.0891e-05 - mean_squared_error: 8.0891e-05
Epoch 00029: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 8.0887e-05 - mean_squared_error: 8.0887e-05 - val_loss: 6.1691e-05 - val_mean_squared_error: 6.1691e-05
Epoch 30/500
2185/2196 [============================>.] - ETA: 0s - loss: 8.0376e-05 - mean_squared_error: 8.0376e-05
Epoch 00030: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\30-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 8.0580e-05 - mean_squared_error: 8.0580e-05 - val_loss: 5.9019e-05 - val_mean_squared_error: 5.9019e-05
Epoch 31/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.0487e-05 - mean_squared_error: 8.0487e-05
Epoch 00031: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\31-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.0458e-05 - mean_squared_error: 8.0458e-05 - val_loss: 5.1266e-05 - val_mean_squared_error: 5.1266e-05
Epoch 32/500
2192/2196 [============================>.] - ETA: 0s - loss: 8.0255e-05 - mean_squared_error: 8.0255e-05
Epoch 00032: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\32-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 8.0294e-05 - mean_squared_error: 8.0294e-05 - val_loss: 5.1616e-05 - val_mean_squared_error: 5.1616e-05
Epoch 33/500
2195/2196 [============================>.] - ETA: 0s - loss: 8.0419e-05 - mean_squared_error: 8.0419e-05
Epoch 00033: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 8.0411e-05 - mean_squared_error: 8.0411e-05 - val_loss: 5.8134e-05 - val_mean_squared_error: 5.8134e-05
Epoch 34/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.9853e-05 - mean_squared_error: 7.9853e-05
Epoch 00034: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\34-0.0001.hdf5
2196/2196 [==============================] - 14s 6ms/step - loss: 8.0005e-05 - mean_squared_error: 8.0005e-05 - val_loss: 6.1632e-05 - val_mean_squared_error: 6.1632e-05
Epoch 35/500
2193/2196 [============================>.] - ETA: 0s - loss: 8.0658e-05 - mean_squared_error: 8.0658e-05
Epoch 00035: loss did not improve from 0.00008
2196/2196 [==============================] - 15s 7ms/step - loss: 8.0593e-05 - mean_squared_error: 8.0593e-05 - val_loss: 5.2260e-05 - val_mean_squared_error: 5.2260e-05
Epoch 36/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.9683e-05 - mean_squared_error: 7.9683e-05
Epoch 00036: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\36-0.0001.hdf5
2196/2196 [==============================] - 13s 6ms/step - loss: 7.9689e-05 - mean_squared_error: 7.9689e-05 - val_loss: 5.8442e-05 - val_mean_squared_error: 5.8442e-05
Epoch 37/500
2190/2196 [============================>.] - ETA: 0s - loss: 7.9780e-05 - mean_squared_error: 7.9780e-05
Epoch 00037: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\37-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9670e-05 - mean_squared_error: 7.9670e-05 - val_loss: 6.4449e-05 - val_mean_squared_error: 6.4449e-05
Epoch 38/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.9308e-05 - mean_squared_error: 7.9308e-05
Epoch 00038: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\38-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9377e-05 - mean_squared_error: 7.9377e-05 - val_loss: 7.2744e-05 - val_mean_squared_error: 7.2744e-05
Epoch 39/500
2196/2196 [==============================] - ETA: 0s - loss: 7.9457e-05 - mean_squared_error: 7.9457e-05
Epoch 00039: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9457e-05 - mean_squared_error: 7.9457e-05 - val_loss: 6.0596e-05 - val_mean_squared_error: 6.0596e-05
Epoch 40/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.9523e-05 - mean_squared_error: 7.9523e-05
Epoch 00040: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9493e-05 - mean_squared_error: 7.9493e-05 - val_loss: 5.9128e-05 - val_mean_squared_error: 5.9128e-05
Epoch 41/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.8918e-05 - mean_squared_error: 7.8918e-05
Epoch 00041: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\41-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.8915e-05 - mean_squared_error: 7.8915e-05 - val_loss: 5.9452e-05 - val_mean_squared_error: 5.9452e-05
Epoch 42/500
2187/2196 [============================>.] - ETA: 0s - loss: 7.9231e-05 - mean_squared_error: 7.9231e-05
Epoch 00042: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.9128e-05 - mean_squared_error: 7.9128e-05 - val_loss: 5.8627e-05 - val_mean_squared_error: 5.8627e-05
Epoch 43/500
2187/2196 [============================>.] - ETA: 0s - loss: 7.8499e-05 - mean_squared_error: 7.8499e-05
Epoch 00043: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\43-0.0001.hdf5
2196/2196 [==============================] - 12s 5ms/step - loss: 7.8458e-05 - mean_squared_error: 7.8458e-05 - val_loss: 5.0832e-05 - val_mean_squared_error: 5.0832e-05
Epoch 44/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.8730e-05 - mean_squared_error: 7.8730e-05
Epoch 00044: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.8798e-05 - mean_squared_error: 7.8798e-05 - val_loss: 5.5826e-05 - val_mean_squared_error: 5.5826e-05
Epoch 45/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.8810e-05 - mean_squared_error: 7.8810e-05
Epoch 00045: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.8819e-05 - mean_squared_error: 7.8819e-05 - val_loss: 6.5291e-05 - val_mean_squared_error: 6.5291e-05
Epoch 46/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.8452e-05 - mean_squared_error: 7.8452e-05
Epoch 00046: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\46-0.0001.hdf5
2196/2196 [==============================] - 14s 6ms/step - loss: 7.8372e-05 - mean_squared_error: 7.8372e-05 - val_loss: 5.4880e-05 - val_mean_squared_error: 5.4880e-05
Epoch 47/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.8475e-05 - mean_squared_error: 7.8475e-05
Epoch 00047: loss did not improve from 0.00008
2196/2196 [==============================] - 14s 6ms/step - loss: 7.8424e-05 - mean_squared_error: 7.8424e-05 - val_loss: 5.3843e-05 - val_mean_squared_error: 5.3843e-05
Epoch 48/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.8566e-05 - mean_squared_error: 7.8566e-05
Epoch 00048: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 6ms/step - loss: 7.8463e-05 - mean_squared_error: 7.8463e-05 - val_loss: 5.7586e-05 - val_mean_squared_error: 5.7586e-05
Epoch 49/500
2186/2196 [============================>.] - ETA: 0s - loss: 7.8416e-05 - mean_squared_error: 7.8416e-05
Epoch 00049: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.8415e-05 - mean_squared_error: 7.8415e-05 - val_loss: 6.0928e-05 - val_mean_squared_error: 6.0928e-05
Epoch 50/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.8011e-05 - mean_squared_error: 7.8011e-05
Epoch 00050: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\50-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7967e-05 - mean_squared_error: 7.7967e-05 - val_loss: 6.2758e-05 - val_mean_squared_error: 6.2758e-05
Epoch 51/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.7840e-05 - mean_squared_error: 7.7840e-05
Epoch 00051: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\51-0.0001.hdf5
2196/2196 [==============================] - 10s 5ms/step - loss: 7.7757e-05 - mean_squared_error: 7.7757e-05 - val_loss: 5.4973e-05 - val_mean_squared_error: 5.4973e-05
Epoch 52/500
2196/2196 [==============================] - ETA: 0s - loss: 7.8255e-05 - mean_squared_error: 7.8255e-05
Epoch 00052: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.8255e-05 - mean_squared_error: 7.8255e-05 - val_loss: 5.2766e-05 - val_mean_squared_error: 5.2766e-05
Epoch 53/500
2188/2196 [============================>.] - ETA: 0s - loss: 7.7961e-05 - mean_squared_error: 7.7961e-05
Epoch 00053: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7930e-05 - mean_squared_error: 7.7930e-05 - val_loss: 5.5950e-05 - val_mean_squared_error: 5.5950e-05
Epoch 54/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.7838e-05 - mean_squared_error: 7.7838e-05
Epoch 00054: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7830e-05 - mean_squared_error: 7.7830e-05 - val_loss: 5.4206e-05 - val_mean_squared_error: 5.4206e-05
Epoch 55/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.7710e-05 - mean_squared_error: 7.7710e-05
Epoch 00055: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\55-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.7712e-05 - mean_squared_error: 7.7712e-05 - val_loss: 5.4140e-05 - val_mean_squared_error: 5.4140e-05
Epoch 56/500
2186/2196 [============================>.] - ETA: 0s - loss: 7.7757e-05 - mean_squared_error: 7.7757e-05
Epoch 00056: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.7755e-05 - mean_squared_error: 7.7755e-05 - val_loss: 5.5116e-05 - val_mean_squared_error: 5.5116e-05
Epoch 57/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.7342e-05 - mean_squared_error: 7.7342e-05
Epoch 00057: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\57-0.0001.hdf5
2196/2196 [==============================] - 12s 6ms/step - loss: 7.7293e-05 - mean_squared_error: 7.7293e-05 - val_loss: 5.4131e-05 - val_mean_squared_error: 5.4131e-05
Epoch 58/500
2196/2196 [==============================] - ETA: 0s - loss: 7.7891e-05 - mean_squared_error: 7.7891e-05
Epoch 00058: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.7891e-05 - mean_squared_error: 7.7891e-05 - val_loss: 6.5841e-05 - val_mean_squared_error: 6.5841e-05
Epoch 59/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6785e-05 - mean_squared_error: 7.6785e-05
Epoch 00059: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\59-0.0001.hdf5
2196/2196 [==============================] - 14s 7ms/step - loss: 7.6730e-05 - mean_squared_error: 7.6730e-05 - val_loss: 5.2661e-05 - val_mean_squared_error: 5.2661e-05
Epoch 60/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.7246e-05 - mean_squared_error: 7.7246e-05
Epoch 00060: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.7193e-05 - mean_squared_error: 7.7193e-05 - val_loss: 5.4657e-05 - val_mean_squared_error: 5.4657e-05
Epoch 61/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.7284e-05 - mean_squared_error: 7.7284e-05
Epoch 00061: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.7276e-05 - mean_squared_error: 7.7276e-05 - val_loss: 5.2398e-05 - val_mean_squared_error: 5.2398e-05
Epoch 62/500
2190/2196 [============================>.] - ETA: 0s - loss: 7.7008e-05 - mean_squared_error: 7.7008e-05
Epoch 00062: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6947e-05 - mean_squared_error: 7.6947e-05 - val_loss: 5.3266e-05 - val_mean_squared_error: 5.3266e-05
Epoch 63/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.6250e-05 - mean_squared_error: 7.6250e-05
Epoch 00063: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\63-0.0001.hdf5
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6233e-05 - mean_squared_error: 7.6233e-05 - val_loss: 6.3835e-05 - val_mean_squared_error: 6.3835e-05
Epoch 64/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6685e-05 - mean_squared_error: 7.6685e-05
Epoch 00064: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6735e-05 - mean_squared_error: 7.6735e-05 - val_loss: 5.9671e-05 - val_mean_squared_error: 5.9671e-05
Epoch 65/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.6925e-05 - mean_squared_error: 7.6925e-05
Epoch 00065: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6955e-05 - mean_squared_error: 7.6955e-05 - val_loss: 6.4438e-05 - val_mean_squared_error: 6.4438e-05
Epoch 66/500
2192/2196 [============================>.] - ETA: 0s - loss: 7.6402e-05 - mean_squared_error: 7.6402e-05
Epoch 00066: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.6432e-05 - mean_squared_error: 7.6432e-05 - val_loss: 5.4548e-05 - val_mean_squared_error: 5.4548e-05
Epoch 67/500
2195/2196 [============================>.] - ETA: 0s - loss: 7.6130e-05 - mean_squared_error: 7.6130e-05
Epoch 00067: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\67-0.0001.hdf5
2196/2196 [==============================] - 16s 7ms/step - loss: 7.6123e-05 - mean_squared_error: 7.6123e-05 - val_loss: 5.9106e-05 - val_mean_squared_error: 5.9106e-05
Epoch 68/500
2191/2196 [============================>.] - ETA: 0s - loss: 7.5872e-05 - mean_squared_error: 7.5872e-05
Epoch 00068: loss improved from 0.00008 to 0.00008, saving model to ./model_LSTM/77\68-0.0001.hdf5
2196/2196 [==============================] - 15s 7ms/step - loss: 7.5907e-05 - mean_squared_error: 7.5907e-05 - val_loss: 5.7018e-05 - val_mean_squared_error: 5.7018e-05
Epoch 69/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6086e-05 - mean_squared_error: 7.6086e-05
Epoch 00069: loss did not improve from 0.00008
2196/2196 [==============================] - 16s 7ms/step - loss: 7.6054e-05 - mean_squared_error: 7.6054e-05 - val_loss: 5.6893e-05 - val_mean_squared_error: 5.6893e-05
Epoch 70/500
2193/2196 [============================>.] - ETA: 0s - loss: 7.6539e-05 - mean_squared_error: 7.6539e-05
Epoch 00070: loss did not improve from 0.00008
2196/2196 [==============================] - 15s 7ms/step - loss: 7.6516e-05 - mean_squared_error: 7.6516e-05 - val_loss: 5.3821e-05 - val_mean_squared_error: 5.3821e-05
Epoch 71/500
2189/2196 [============================>.] - ETA: 0s - loss: 7.6063e-05 - mean_squared_error: 7.6063e-05
Epoch 00071: loss did not improve from 0.00008
2196/2196 [==============================] - 13s 6ms/step - loss: 7.6112e-05 - mean_squared_error: 7.6112e-05 - val_loss: 6.5546e-05 - val_mean_squared_error: 6.5546e-05
Epoch 72/500
2194/2196 [============================>.] - ETA: 0s - loss: 7.6499e-05 - mean_squared_error: 7.6499e-05
Epoch 00072: loss did not improve from 0.00008
2196/2196 [==============================] - 12s 5ms/step - loss: 7.6471e-05 - mean_squared_error: 7.6471e-05 - val_loss: 5.8451e-05 - val_mean_squared_error: 5.8451e-05
Epoch 73/500
2187/2196 [============================>.] - ETA: 0s - loss: 7.5997e-05 - mean_squared_error: 7.5997e-05
Epoch 00073: loss did not improve from 0.00008
2196/2196 [==============================] - 11s 5ms/step - loss: 7.5980e-05 - mean_squared_error: 7.5980e-05 - val_loss: 5.2854e-05 - val_mean_squared_error: 5.2854e-05
Epoch 00073: early stopping
Epoch 1/500
959/967 [============================>.] - ETA: 0s - loss: 2.3775e-04 - mean_squared_error: 2.3775e-04
Epoch 00001: loss improved from inf to 0.00024, saving model to ./model_LSTM/78\01-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 2.3600e-04 - mean_squared_error: 2.3600e-04 - val_loss: 2.8837e-04 - val_mean_squared_error: 2.8837e-04
Epoch 2/500
959/967 [============================>.] - ETA: 0s - loss: 2.7005e-04 - mean_squared_error: 2.7005e-04
Epoch 00002: loss did not improve from 0.00024
967/967 [==============================] - 5s 5ms/step - loss: 2.6876e-04 - mean_squared_error: 2.6876e-04 - val_loss: 4.9499e-04 - val_mean_squared_error: 4.9499e-04
Epoch 3/500
967/967 [==============================] - ETA: 0s - loss: 1.5856e-04 - mean_squared_error: 1.5856e-04
Epoch 00003: loss improved from 0.00024 to 0.00016, saving model to ./model_LSTM/78\03-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.5856e-04 - mean_squared_error: 1.5856e-04 - val_loss: 2.3729e-04 - val_mean_squared_error: 2.3729e-04
Epoch 4/500
963/967 [============================>.] - ETA: 0s - loss: 1.5023e-04 - mean_squared_error: 1.5023e-04
Epoch 00004: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/78\04-0.0004.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.5183e-04 - mean_squared_error: 1.5183e-04 - val_loss: 4.3881e-04 - val_mean_squared_error: 4.3881e-04
Epoch 5/500
956/967 [============================>.] - ETA: 0s - loss: 1.4763e-04 - mean_squared_error: 1.4763e-04
Epoch 00005: loss improved from 0.00015 to 0.00015, saving model to ./model_LSTM/78\05-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.4790e-04 - mean_squared_error: 1.4790e-04 - val_loss: 2.4316e-04 - val_mean_squared_error: 2.4316e-04
Epoch 6/500
961/967 [============================>.] - ETA: 0s - loss: 1.4954e-04 - mean_squared_error: 1.4954e-04
Epoch 00006: loss did not improve from 0.00015
967/967 [==============================] - 5s 5ms/step - loss: 1.4940e-04 - mean_squared_error: 1.4940e-04 - val_loss: 2.6337e-04 - val_mean_squared_error: 2.6337e-04
Epoch 7/500
964/967 [============================>.] - ETA: 0s - loss: 1.5004e-04 - mean_squared_error: 1.5004e-04
Epoch 00007: loss did not improve from 0.00015
967/967 [==============================] - 5s 5ms/step - loss: 1.4960e-04 - mean_squared_error: 1.4960e-04 - val_loss: 2.7721e-04 - val_mean_squared_error: 2.7721e-04
Epoch 8/500
965/967 [============================>.] - ETA: 0s - loss: 1.4077e-04 - mean_squared_error: 1.4077e-04
Epoch 00008: loss improved from 0.00015 to 0.00014, saving model to ./model_LSTM/78\08-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.4050e-04 - mean_squared_error: 1.4050e-04 - val_loss: 2.6514e-04 - val_mean_squared_error: 2.6514e-04
Epoch 9/500
960/967 [============================>.] - ETA: 0s - loss: 1.4145e-04 - mean_squared_error: 1.4145e-04
Epoch 00009: loss did not improve from 0.00014
967/967 [==============================] - 5s 5ms/step - loss: 1.4058e-04 - mean_squared_error: 1.4058e-04 - val_loss: 2.1445e-04 - val_mean_squared_error: 2.1445e-04
Epoch 10/500
958/967 [============================>.] - ETA: 0s - loss: 1.3687e-04 - mean_squared_error: 1.3687e-04
Epoch 00010: loss improved from 0.00014 to 0.00014, saving model to ./model_LSTM/78\10-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.3573e-04 - mean_squared_error: 1.3573e-04 - val_loss: 2.3462e-04 - val_mean_squared_error: 2.3462e-04
Epoch 11/500
957/967 [============================>.] - ETA: 0s - loss: 1.3390e-04 - mean_squared_error: 1.3390e-04
Epoch 00011: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/78\11-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.3342e-04 - mean_squared_error: 1.3342e-04 - val_loss: 3.4710e-04 - val_mean_squared_error: 3.4710e-04
Epoch 12/500
963/967 [============================>.] - ETA: 0s - loss: 1.3529e-04 - mean_squared_error: 1.3529e-04
Epoch 00012: loss did not improve from 0.00013
967/967 [==============================] - 5s 5ms/step - loss: 1.3486e-04 - mean_squared_error: 1.3486e-04 - val_loss: 1.9379e-04 - val_mean_squared_error: 1.9379e-04
Epoch 13/500
962/967 [============================>.] - ETA: 0s - loss: 1.3571e-04 - mean_squared_error: 1.3571e-04
Epoch 00013: loss did not improve from 0.00013
967/967 [==============================] - 5s 5ms/step - loss: 1.3517e-04 - mean_squared_error: 1.3517e-04 - val_loss: 1.9189e-04 - val_mean_squared_error: 1.9189e-04
Epoch 14/500
958/967 [============================>.] - ETA: 0s - loss: 1.2926e-04 - mean_squared_error: 1.2926e-04
Epoch 00014: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/78\14-0.0002.hdf5
967/967 [==============================] - 5s 6ms/step - loss: 1.2868e-04 - mean_squared_error: 1.2868e-04 - val_loss: 1.9299e-04 - val_mean_squared_error: 1.9299e-04
Epoch 15/500
958/967 [============================>.] - ETA: 0s - loss: 1.2839e-04 - mean_squared_error: 1.2839e-04
Epoch 00015: loss improved from 0.00013 to 0.00013, saving model to ./model_LSTM/78\15-0.0002.hdf5
967/967 [==============================] - 5s 6ms/step - loss: 1.2734e-04 - mean_squared_error: 1.2734e-04 - val_loss: 2.0721e-04 - val_mean_squared_error: 2.0721e-04
Epoch 16/500
966/967 [============================>.] - ETA: 0s - loss: 1.3061e-04 - mean_squared_error: 1.3061e-04
Epoch 00016: loss did not improve from 0.00013
967/967 [==============================] - 6s 6ms/step - loss: 1.3351e-04 - mean_squared_error: 1.3351e-04 - val_loss: 1.9721e-04 - val_mean_squared_error: 1.9721e-04
Epoch 17/500
964/967 [============================>.] - ETA: 0s - loss: 1.2249e-04 - mean_squared_error: 1.2249e-04
Epoch 00017: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/78\17-0.0003.hdf5
967/967 [==============================] - 6s 6ms/step - loss: 1.2218e-04 - mean_squared_error: 1.2218e-04 - val_loss: 2.7125e-04 - val_mean_squared_error: 2.7125e-04
Epoch 18/500
967/967 [==============================] - ETA: 0s - loss: 1.2259e-04 - mean_squared_error: 1.2259e-04
Epoch 00018: loss did not improve from 0.00012
967/967 [==============================] - 6s 6ms/step - loss: 1.2259e-04 - mean_squared_error: 1.2259e-04 - val_loss: 1.8863e-04 - val_mean_squared_error: 1.8863e-04
Epoch 19/500
958/967 [============================>.] - ETA: 0s - loss: 1.1882e-04 - mean_squared_error: 1.1882e-04
Epoch 00019: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/78\19-0.0002.hdf5
967/967 [==============================] - 6s 6ms/step - loss: 1.1783e-04 - mean_squared_error: 1.1783e-04 - val_loss: 1.8998e-04 - val_mean_squared_error: 1.8998e-04
Epoch 20/500
962/967 [============================>.] - ETA: 0s - loss: 1.2049e-04 - mean_squared_error: 1.2049e-04 ETA: 1s - l
Epoch 00020: loss did not improve from 0.00012
967/967 [==============================] - 7s 7ms/step - loss: 1.2011e-04 - mean_squared_error: 1.2011e-04 - val_loss: 1.9611e-04 - val_mean_squared_error: 1.9611e-04
Epoch 21/500
965/967 [============================>.] - ETA: 0s - loss: 1.1678e-04 - mean_squared_error: 1.1678e-04
Epoch 00021: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/78\21-0.0002.hdf5
967/967 [==============================] - 7s 7ms/step - loss: 1.1661e-04 - mean_squared_error: 1.1661e-04 - val_loss: 2.1358e-04 - val_mean_squared_error: 2.1358e-04
Epoch 22/500
962/967 [============================>.] - ETA: 0s - loss: 1.1268e-04 - mean_squared_error: 1.1268e-04
Epoch 00022: loss did not improve from 0.00012
967/967 [==============================] - 6s 6ms/step - loss: 1.1786e-04 - mean_squared_error: 1.1786e-04 - val_loss: 2.1698e-04 - val_mean_squared_error: 2.1698e-04
Epoch 23/500
965/967 [============================>.] - ETA: 0s - loss: 1.1639e-04 - mean_squared_error: 1.1639e-04
Epoch 00023: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/78\23-0.0002.hdf5
967/967 [==============================] - 6s 6ms/step - loss: 1.1619e-04 - mean_squared_error: 1.1619e-04 - val_loss: 2.1763e-04 - val_mean_squared_error: 2.1763e-04
Epoch 24/500
965/967 [============================>.] - ETA: 0s - loss: 1.1134e-04 - mean_squared_error: 1.1134e-04
Epoch 00024: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/78\24-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.1135e-04 - mean_squared_error: 1.1135e-04 - val_loss: 1.9873e-04 - val_mean_squared_error: 1.9873e-04
Epoch 25/500
962/967 [============================>.] - ETA: 0s - loss: 1.1513e-04 - mean_squared_error: 1.1513e-04
Epoch 00025: loss did not improve from 0.00011
967/967 [==============================] - 5s 5ms/step - loss: 1.1473e-04 - mean_squared_error: 1.1473e-04 - val_loss: 2.1124e-04 - val_mean_squared_error: 2.1124e-04
Epoch 26/500
966/967 [============================>.] - ETA: 0s - loss: 1.1034e-04 - mean_squared_error: 1.1034e-04
Epoch 00026: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/78\26-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.1031e-04 - mean_squared_error: 1.1031e-04 - val_loss: 2.1651e-04 - val_mean_squared_error: 2.1651e-04
Epoch 27/500
956/967 [============================>.] - ETA: 0s - loss: 1.0557e-04 - mean_squared_error: 1.0557e-04
Epoch 00027: loss improved from 0.00011 to 0.00010, saving model to ./model_LSTM/78\27-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0495e-04 - mean_squared_error: 1.0495e-04 - val_loss: 2.5272e-04 - val_mean_squared_error: 2.5272e-04
Epoch 28/500
965/967 [============================>.] - ETA: 0s - loss: 1.0900e-04 - mean_squared_error: 1.0900e-04
Epoch 00028: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0884e-04 - mean_squared_error: 1.0884e-04 - val_loss: 2.2298e-04 - val_mean_squared_error: 2.2298e-04
Epoch 29/500
959/967 [============================>.] - ETA: 0s - loss: 1.0443e-04 - mean_squared_error: 1.0443e-04
Epoch 00029: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\29-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0406e-04 - mean_squared_error: 1.0406e-04 - val_loss: 2.5058e-04 - val_mean_squared_error: 2.5058e-04
Epoch 30/500
959/967 [============================>.] - ETA: 0s - loss: 1.0639e-04 - mean_squared_error: 1.0639e-04
Epoch 00030: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0573e-04 - mean_squared_error: 1.0573e-04 - val_loss: 2.2926e-04 - val_mean_squared_error: 2.2926e-04
Epoch 31/500
960/967 [============================>.] - ETA: 0s - loss: 1.0662e-04 - mean_squared_error: 1.0662e-04
Epoch 00031: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0633e-04 - mean_squared_error: 1.0633e-04 - val_loss: 2.2622e-04 - val_mean_squared_error: 2.2622e-04
Epoch 32/500
962/967 [============================>.] - ETA: 0s - loss: 1.0309e-04 - mean_squared_error: 1.0309e-04
Epoch 00032: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\32-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0313e-04 - mean_squared_error: 1.0313e-04 - val_loss: 2.4146e-04 - val_mean_squared_error: 2.4146e-04
Epoch 33/500
966/967 [============================>.] - ETA: 0s - loss: 1.0061e-04 - mean_squared_error: 1.0061e-04
Epoch 00033: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\33-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0052e-04 - mean_squared_error: 1.0052e-04 - val_loss: 2.4662e-04 - val_mean_squared_error: 2.4662e-04
Epoch 34/500
959/967 [============================>.] - ETA: 0s - loss: 1.1607e-04 - mean_squared_error: 1.1607e-04
Epoch 00034: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.1531e-04 - mean_squared_error: 1.1531e-04 - val_loss: 2.4729e-04 - val_mean_squared_error: 2.4729e-04
Epoch 35/500
965/967 [============================>.] - ETA: 0s - loss: 1.1822e-04 - mean_squared_error: 1.1822e-04
Epoch 00035: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.1799e-04 - mean_squared_error: 1.1799e-04 - val_loss: 2.3511e-04 - val_mean_squared_error: 2.3511e-04
Epoch 36/500
962/967 [============================>.] - ETA: 0s - loss: 1.0575e-04 - mean_squared_error: 1.0575e-04
Epoch 00036: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0531e-04 - mean_squared_error: 1.0531e-04 - val_loss: 2.3475e-04 - val_mean_squared_error: 2.3475e-04
Epoch 37/500
966/967 [============================>.] - ETA: 0s - loss: 1.0015e-04 - mean_squared_error: 1.0015e-04
Epoch 00037: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\37-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 1.0006e-04 - mean_squared_error: 1.0006e-04 - val_loss: 2.3769e-04 - val_mean_squared_error: 2.3769e-04
Epoch 38/500
965/967 [============================>.] - ETA: 0s - loss: 9.7827e-05 - mean_squared_error: 9.7827e-05
Epoch 00038: loss improved from 0.00010 to 0.00010, saving model to ./model_LSTM/78\38-0.0003.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 9.7876e-05 - mean_squared_error: 9.7876e-05 - val_loss: 2.5848e-04 - val_mean_squared_error: 2.5848e-04
Epoch 39/500
964/967 [============================>.] - ETA: 0s - loss: 1.0301e-04 - mean_squared_error: 1.0301e-04
Epoch 00039: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.0292e-04 - mean_squared_error: 1.0292e-04 - val_loss: 2.3494e-04 - val_mean_squared_error: 2.3494e-04
Epoch 40/500
960/967 [============================>.] - ETA: 0s - loss: 1.1612e-04 - mean_squared_error: 1.1612e-04
Epoch 00040: loss did not improve from 0.00010
967/967 [==============================] - 5s 5ms/step - loss: 1.1625e-04 - mean_squared_error: 1.1625e-04 - val_loss: 2.3855e-04 - val_mean_squared_error: 2.3855e-04
Epoch 41/500
960/967 [============================>.] - ETA: 0s - loss: 9.8510e-05 - mean_squared_error: 9.8510e-05
Epoch 00041: loss did not improve from 0.00010
967/967 [==============================] - 6s 6ms/step - loss: 9.8106e-05 - mean_squared_error: 9.8106e-05 - val_loss: 2.4575e-04 - val_mean_squared_error: 2.4575e-04
Epoch 42/500
963/967 [============================>.] - ETA: 0s - loss: 9.4881e-05 - mean_squared_error: 9.4881e-05
Epoch 00042: loss improved from 0.00010 to 0.00009, saving model to ./model_LSTM/78\42-0.0003.hdf5
967/967 [==============================] - 5s 6ms/step - loss: 9.4697e-05 - mean_squared_error: 9.4697e-05 - val_loss: 2.5196e-04 - val_mean_squared_error: 2.5196e-04
Epoch 43/500
958/967 [============================>.] - ETA: 0s - loss: 9.5385e-05 - mean_squared_error: 9.5385e-05
Epoch 00043: loss did not improve from 0.00009
967/967 [==============================] - 6s 6ms/step - loss: 9.4708e-05 - mean_squared_error: 9.4708e-05 - val_loss: 2.4606e-04 - val_mean_squared_error: 2.4606e-04
Epoch 44/500
957/967 [============================>.] - ETA: 0s - loss: 9.6287e-05 - mean_squared_error: 9.6287e-05
Epoch 00044: loss did not improve from 0.00009
967/967 [==============================] - 6s 6ms/step - loss: 9.5596e-05 - mean_squared_error: 9.5596e-05 - val_loss: 2.5839e-04 - val_mean_squared_error: 2.5839e-04
Epoch 45/500
961/967 [============================>.] - ETA: 0s - loss: 9.8073e-05 - mean_squared_error: 9.8073e-05
Epoch 00045: loss did not improve from 0.00009
967/967 [==============================] - 7s 7ms/step - loss: 9.7600e-05 - mean_squared_error: 9.7600e-05 - val_loss: 2.8742e-04 - val_mean_squared_error: 2.8742e-04
Epoch 46/500
965/967 [============================>.] - ETA: 0s - loss: 9.3260e-05 - mean_squared_error: 9.3260e-05
Epoch 00046: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\46-0.0003.hdf5
967/967 [==============================] - 6s 7ms/step - loss: 9.3082e-05 - mean_squared_error: 9.3082e-05 - val_loss: 2.7313e-04 - val_mean_squared_error: 2.7313e-04
Epoch 47/500
967/967 [==============================] - ETA: 0s - loss: 9.2882e-05 - mean_squared_error: 9.2882e-05
Epoch 00047: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\47-0.0003.hdf5
967/967 [==============================] - 6s 7ms/step - loss: 9.2882e-05 - mean_squared_error: 9.2882e-05 - val_loss: 2.7668e-04 - val_mean_squared_error: 2.7668e-04
Epoch 48/500
963/967 [============================>.] - ETA: 0s - loss: 8.9541e-05 - mean_squared_error: 8.9541e-05
Epoch 00048: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\48-0.0003.hdf5
967/967 [==============================] - 7s 7ms/step - loss: 8.9806e-05 - mean_squared_error: 8.9806e-05 - val_loss: 2.5346e-04 - val_mean_squared_error: 2.5346e-04
Epoch 49/500
963/967 [============================>.] - ETA: 0s - loss: 9.1658e-05 - mean_squared_error: 9.1658e-05
Epoch 00049: loss did not improve from 0.00009
967/967 [==============================] - 6s 7ms/step - loss: 9.1454e-05 - mean_squared_error: 9.1454e-05 - val_loss: 2.6422e-04 - val_mean_squared_error: 2.6422e-04
Epoch 50/500
960/967 [============================>.] - ETA: 0s - loss: 9.6521e-05 - mean_squared_error: 9.6521e-05
Epoch 00050: loss did not improve from 0.00009
967/967 [==============================] - 5s 6ms/step - loss: 9.6843e-05 - mean_squared_error: 9.6843e-05 - val_loss: 2.6619e-04 - val_mean_squared_error: 2.6619e-04
Epoch 51/500
963/967 [============================>.] - ETA: 0s - loss: 9.5671e-05 - mean_squared_error: 9.5671e-05
Epoch 00051: loss did not improve from 0.00009
967/967 [==============================] - 5s 6ms/step - loss: 9.5332e-05 - mean_squared_error: 9.5332e-05 - val_loss: 2.5299e-04 - val_mean_squared_error: 2.5299e-04
Epoch 52/500
958/967 [============================>.] - ETA: 0s - loss: 9.1947e-05 - mean_squared_error: 9.1947e-05
Epoch 00052: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.1158e-05 - mean_squared_error: 9.1158e-05 - val_loss: 2.6411e-04 - val_mean_squared_error: 2.6411e-04
Epoch 53/500
965/967 [============================>.] - ETA: 0s - loss: 8.9155e-05 - mean_squared_error: 8.9155e-05
Epoch 00053: loss improved from 0.00009 to 0.00009, saving model to ./model_LSTM/78\53-0.0002.hdf5
967/967 [==============================] - 5s 5ms/step - loss: 8.9041e-05 - mean_squared_error: 8.9041e-05 - val_loss: 2.4452e-04 - val_mean_squared_error: 2.4452e-04
Epoch 54/500
962/967 [============================>.] - ETA: 0s - loss: 1.0183e-04 - mean_squared_error: 1.0183e-04
Epoch 00054: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 1.0184e-04 - mean_squared_error: 1.0184e-04 - val_loss: 2.4280e-04 - val_mean_squared_error: 2.4280e-04
Epoch 55/500
960/967 [============================>.] - ETA: 0s - loss: 9.7762e-05 - mean_squared_error: 9.7762e-05
Epoch 00055: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.7497e-05 - mean_squared_error: 9.7497e-05 - val_loss: 2.7217e-04 - val_mean_squared_error: 2.7217e-04
Epoch 56/500
957/967 [============================>.] - ETA: 0s - loss: 9.4459e-05 - mean_squared_error: 9.4459e-05
Epoch 00056: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.3970e-05 - mean_squared_error: 9.3970e-05 - val_loss: 2.5354e-04 - val_mean_squared_error: 2.5354e-04
Epoch 57/500
957/967 [============================>.] - ETA: 0s - loss: 9.2132e-05 - mean_squared_error: 9.2132e-05
Epoch 00057: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.3287e-05 - mean_squared_error: 9.3287e-05 - val_loss: 2.5914e-04 - val_mean_squared_error: 2.5914e-04
Epoch 58/500
960/967 [============================>.] - ETA: 0s - loss: 9.1042e-05 - mean_squared_error: 9.1042e-05
Epoch 00058: loss did not improve from 0.00009
967/967 [==============================] - 5s 5ms/step - loss: 9.0576e-05 - mean_squared_error: 9.0576e-05 - val_loss: 2.6535e-04 - val_mean_squared_error: 2.6535e-04
Epoch 00058: early stopping
Epoch 1/500
2238/2240 [============================>.] - ETA: 0s - loss: 1.4111e-04 - mean_squared_error: 1.4111e-04
Epoch 00001: loss improved from inf to 0.00014, saving model to ./model_LSTM/79\01-0.0000.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.4105e-04 - mean_squared_error: 1.4105e-04 - val_loss: 4.9010e-05 - val_mean_squared_error: 4.9010e-05
Epoch 2/500
2234/2240 [============================>.] - ETA: 0s - loss: 1.2770e-04 - mean_squared_error: 1.2770e-04
Epoch 00002: loss improved from 0.00014 to 0.00013, saving model to ./model_LSTM/79\02-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.2742e-04 - mean_squared_error: 1.2742e-04 - val_loss: 5.1173e-05 - val_mean_squared_error: 5.1173e-05
Epoch 3/500
2235/2240 [============================>.] - ETA: 0s - loss: 1.2513e-04 - mean_squared_error: 1.2513e-04
Epoch 00003: loss improved from 0.00013 to 0.00012, saving model to ./model_LSTM/79\03-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.2497e-04 - mean_squared_error: 1.2497e-04 - val_loss: 5.2546e-05 - val_mean_squared_error: 5.2546e-05
Epoch 4/500
2236/2240 [============================>.] - ETA: 0s - loss: 1.2500e-04 - mean_squared_error: 1.2500e-04
Epoch 00004: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\04-0.0001.hdf5
2240/2240 [==============================] - 12s 5ms/step - loss: 1.2483e-04 - mean_squared_error: 1.2483e-04 - val_loss: 5.1686e-05 - val_mean_squared_error: 5.1686e-05
Epoch 5/500
2237/2240 [============================>.] - ETA: 0s - loss: 1.2702e-04 - mean_squared_error: 1.2702e-04
Epoch 00005: loss did not improve from 0.00012
2240/2240 [==============================] - 13s 6ms/step - loss: 1.2692e-04 - mean_squared_error: 1.2692e-04 - val_loss: 4.8690e-05 - val_mean_squared_error: 4.8690e-05
Epoch 6/500
2237/2240 [============================>.] - ETA: 0s - loss: 1.2216e-04 - mean_squared_error: 1.2216e-04
Epoch 00006: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\06-0.0001.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 1.2218e-04 - mean_squared_error: 1.2218e-04 - val_loss: 5.1019e-05 - val_mean_squared_error: 5.1019e-05
Epoch 7/500
2239/2240 [============================>.] - ETA: 0s - loss: 1.2084e-04 - mean_squared_error: 1.2084e-04
Epoch 00007: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\07-0.0000.hdf5
2240/2240 [==============================] - 15s 7ms/step - loss: 1.2083e-04 - mean_squared_error: 1.2083e-04 - val_loss: 4.6868e-05 - val_mean_squared_error: 4.6868e-05
Epoch 8/500
2236/2240 [============================>.] - ETA: 0s - loss: 1.1950e-04 - mean_squared_error: 1.1950e-04
Epoch 00008: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\08-0.0001.hdf5
2240/2240 [==============================] - 14s 6ms/step - loss: 1.1980e-04 - mean_squared_error: 1.1980e-04 - val_loss: 5.1843e-05 - val_mean_squared_error: 5.1843e-05
Epoch 9/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1782e-04 - mean_squared_error: 1.1782e-04
Epoch 00009: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\09-0.0000.hdf5
2240/2240 [==============================] - 12s 6ms/step - loss: 1.1782e-04 - mean_squared_error: 1.1782e-04 - val_loss: 4.7113e-05 - val_mean_squared_error: 4.7113e-05
Epoch 10/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1717e-04 - mean_squared_error: 1.1717e-04
Epoch 00010: loss improved from 0.00012 to 0.00012, saving model to ./model_LSTM/79\10-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1717e-04 - mean_squared_error: 1.1717e-04 - val_loss: 5.3517e-05 - val_mean_squared_error: 5.3517e-05
Epoch 11/500
2236/2240 [============================>.] - ETA: 0s - loss: 1.1423e-04 - mean_squared_error: 1.1423e-04
Epoch 00011: loss improved from 0.00012 to 0.00011, saving model to ./model_LSTM/79\11-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1409e-04 - mean_squared_error: 1.1409e-04 - val_loss: 5.1386e-05 - val_mean_squared_error: 5.1386e-05
Epoch 12/500
2237/2240 [============================>.] - ETA: 0s - loss: 1.1587e-04 - mean_squared_error: 1.1587e-04
Epoch 00012: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1577e-04 - mean_squared_error: 1.1577e-04 - val_loss: 4.9885e-05 - val_mean_squared_error: 4.9885e-05
Epoch 13/500
2232/2240 [============================>.] - ETA: 0s - loss: 1.1406e-04 - mean_squared_error: 1.1406e-04
Epoch 00013: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1580e-04 - mean_squared_error: 1.1580e-04 - val_loss: 5.2132e-05 - val_mean_squared_error: 5.2132e-05
Epoch 14/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1280e-04 - mean_squared_error: 1.1280e-04
Epoch 00014: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/79\14-0.0001.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1280e-04 - mean_squared_error: 1.1280e-04 - val_loss: 5.1791e-05 - val_mean_squared_error: 5.1791e-05
Epoch 15/500
2234/2240 [============================>.] - ETA: 0s - loss: 1.1490e-04 - mean_squared_error: 1.1490e-04
Epoch 00015: loss did not improve from 0.00011
2240/2240 [==============================] - 12s 5ms/step - loss: 1.1466e-04 - mean_squared_error: 1.1466e-04 - val_loss: 5.0449e-05 - val_mean_squared_error: 5.0449e-05
Epoch 16/500
2233/2240 [============================>.] - ETA: 0s - loss: 1.1610e-04 - mean_squared_error: 1.1610e-04
Epoch 00016: loss did not improve from 0.00011
2240/2240 [==============================] - 12s 6ms/step - loss: 1.1610e-04 - mean_squared_error: 1.1610e-04 - val_loss: 4.8380e-05 - val_mean_squared_error: 4.8380e-05
Epoch 17/500
2233/2240 [============================>.] - ETA: 0s - loss: 1.1418e-04 - mean_squared_error: 1.1418e-04
Epoch 00017: loss did not improve from 0.00011
2240/2240 [==============================] - 13s 6ms/step - loss: 1.1524e-04 - mean_squared_error: 1.1524e-04 - val_loss: 5.2120e-05 - val_mean_squared_error: 5.2120e-05
Epoch 18/500
2232/2240 [============================>.] - ETA: 0s - loss: 1.1452e-04 - mean_squared_error: 1.1452e-04
Epoch 00018: loss did not improve from 0.00011
2240/2240 [==============================] - 14s 6ms/step - loss: 1.1433e-04 - mean_squared_error: 1.1433e-04 - val_loss: 6.2874e-05 - val_mean_squared_error: 6.2874e-05
Epoch 19/500
2240/2240 [==============================] - ETA: 0s - loss: 1.1003e-04 - mean_squared_error: 1.1003e-04
Epoch 00019: loss improved from 0.00011 to 0.00011, saving model to ./model_LSTM/79\19-0.0001.hdf5
2240/2240 [==============================] - 15s 7ms/step - loss: 1.1003e-04 - mean_squared_error: 1.1003e-04 - val_loss: 5.5460e-05 - val_mean_squared_error: 5.5460e-05
Epoch 20/500
2235/2240 [============================>.] - ETA: 0s - loss: 1.1553e-04 - mean_squared_error: 1.1553e-04
Epoch 00020: loss did not improve from 0.00011
2240/2240 [==============================] - 14s 6ms/step - loss: 1.1539e-04 - mean_squared_error: 1.1539e-04 - val_loss: 5.0092e-05 - val_mean_squared_error: 5.0092e-05
Epoch 21/500
2238/2240 [============================>.] - ETA: 0s - loss: 1.1426e-04 - mean_squared_error: 1.1426e-04
Epoch 00021: loss did not improve from 0.00011
2240/2240 [==============================] - 12s 5ms/step - loss: 1.1421e-04 - mean_squared_error: 1.1421e-04 - val_loss: 5.2277e-05 - val_mean_squared_error: 5.2277e-05
Epoch 22/500
2235/2240 [============================>.] - ETA: 0s - loss: 1.1235e-04 - mean_squared_error: 1.1235e-04
Epoch 00022: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1216e-04 - mean_squared_error: 1.1216e-04 - val_loss: 6.6504e-05 - val_mean_squared_error: 6.6504e-05
Epoch 23/500
2230/2240 [============================>.] - ETA: 0s - loss: 1.1625e-04 - mean_squared_error: 1.1625e-04
Epoch 00023: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1599e-04 - mean_squared_error: 1.1599e-04 - val_loss: 6.1930e-05 - val_mean_squared_error: 6.1930e-05
Epoch 24/500
2229/2240 [============================>.] - ETA: 0s - loss: 1.1554e-04 - mean_squared_error: 1.1554e-04
Epoch 00024: loss did not improve from 0.00011
2240/2240 [==============================] - 11s 5ms/step - loss: 1.1506e-04 - mean_squared_error: 1.1506e-04 - val_loss: 6.3814e-05 - val_mean_squared_error: 6.3814e-05
Epoch 00024: early stopping
Epoch 1/500
2236/2239 [============================>.] - ETA: 0s - loss: 5.6235e-05 - mean_squared_error: 5.6235e-05
Epoch 00001: loss improved from inf to 0.00006, saving model to ./model_LSTM/80\01-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.6175e-05 - mean_squared_error: 5.6175e-05 - val_loss: 1.5393e-05 - val_mean_squared_error: 1.5393e-05
Epoch 2/500
2239/2239 [==============================] - ETA: 0s - loss: 5.5672e-05 - mean_squared_error: 5.5672e-05
Epoch 00002: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/80\02-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.5672e-05 - mean_squared_error: 5.5672e-05 - val_loss: 1.5762e-05 - val_mean_squared_error: 1.5762e-05
Epoch 3/500
2239/2239 [==============================] - ETA: 0s - loss: 5.5437e-05 - mean_squared_error: 5.5437e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/80\03-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 5.5437e-05 - mean_squared_error: 5.5437e-05 - val_loss: 1.6757e-05 - val_mean_squared_error: 1.6757e-05
Epoch 4/500
2233/2239 [============================>.] - ETA: 0s - loss: 5.5275e-05 - mean_squared_error: 5.5275e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/80\04-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 5.5148e-05 - mean_squared_error: 5.5148e-05 - val_loss: 1.4734e-05 - val_mean_squared_error: 1.4734e-05
Epoch 5/500
2232/2239 [============================>.] - ETA: 0s - loss: 5.5411e-05 - mean_squared_error: 5.5411e-05
Epoch 00005: loss did not improve from 0.00006
2239/2239 [==============================] - 13s 6ms/step - loss: 5.5312e-05 - mean_squared_error: 5.5312e-05 - val_loss: 1.5098e-05 - val_mean_squared_error: 1.5098e-05
Epoch 6/500
2232/2239 [============================>.] - ETA: 0s - loss: 5.4428e-05 - mean_squared_error: 5.4428e-05
Epoch 00006: loss improved from 0.00006 to 0.00005, saving model to ./model_LSTM/80\06-0.0000.hdf5
2239/2239 [==============================] - 14s 6ms/step - loss: 5.4304e-05 - mean_squared_error: 5.4304e-05 - val_loss: 1.5332e-05 - val_mean_squared_error: 1.5332e-05
Epoch 7/500
2236/2239 [============================>.] - ETA: 0s - loss: 5.3455e-05 - mean_squared_error: 5.3455e-05
Epoch 00007: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\07-0.0000.hdf5
2239/2239 [==============================] - 15s 7ms/step - loss: 5.3393e-05 - mean_squared_error: 5.3393e-05 - val_loss: 1.6722e-05 - val_mean_squared_error: 1.6722e-05
Epoch 8/500
2230/2239 [============================>.] - ETA: 0s - loss: 5.3561e-05 - mean_squared_error: 5.3561e-05
Epoch 00008: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\08-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 5.3366e-05 - mean_squared_error: 5.3366e-05 - val_loss: 1.4335e-05 - val_mean_squared_error: 1.4335e-05
Epoch 9/500
2233/2239 [============================>.] - ETA: 0s - loss: 5.3366e-05 - mean_squared_error: 5.3366e-05
Epoch 00009: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\09-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 5.3309e-05 - mean_squared_error: 5.3309e-05 - val_loss: 1.4499e-05 - val_mean_squared_error: 1.4499e-05
Epoch 10/500
2233/2239 [============================>.] - ETA: 0s - loss: 5.0977e-05 - mean_squared_error: 5.0977e-05
Epoch 00010: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\10-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.1063e-05 - mean_squared_error: 5.1063e-05 - val_loss: 1.5100e-05 - val_mean_squared_error: 1.5100e-05
Epoch 11/500
2237/2239 [============================>.] - ETA: 0s - loss: 5.3264e-05 - mean_squared_error: 5.3264e-05
Epoch 00011: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 5.3237e-05 - mean_squared_error: 5.3237e-05 - val_loss: 1.5857e-05 - val_mean_squared_error: 1.5857e-05
Epoch 12/500
2228/2239 [============================>.] - ETA: 0s - loss: 5.0802e-05 - mean_squared_error: 5.0802e-05
Epoch 00012: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\12-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.0619e-05 - mean_squared_error: 5.0619e-05 - val_loss: 1.4231e-05 - val_mean_squared_error: 1.4231e-05
Epoch 13/500
2231/2239 [============================>.] - ETA: 0s - loss: 5.0774e-05 - mean_squared_error: 5.0774e-05
Epoch 00013: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 5.0673e-05 - mean_squared_error: 5.0673e-05 - val_loss: 1.4537e-05 - val_mean_squared_error: 1.4537e-05
Epoch 14/500
2237/2239 [============================>.] - ETA: 0s - loss: 5.0524e-05 - mean_squared_error: 5.0524e-05
Epoch 00014: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\14-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 5.0490e-05 - mean_squared_error: 5.0490e-05 - val_loss: 1.5627e-05 - val_mean_squared_error: 1.5627e-05
Epoch 15/500
2234/2239 [============================>.] - ETA: 0s - loss: 5.1655e-05 - mean_squared_error: 5.1655e-05
Epoch 00015: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 5.1544e-05 - mean_squared_error: 5.1544e-05 - val_loss: 1.5568e-05 - val_mean_squared_error: 1.5568e-05
Epoch 16/500
2232/2239 [============================>.] - ETA: 0s - loss: 5.0164e-05 - mean_squared_error: 5.0164e-05
Epoch 00016: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\16-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 5.0032e-05 - mean_squared_error: 5.0032e-05 - val_loss: 1.5378e-05 - val_mean_squared_error: 1.5378e-05
Epoch 17/500
2230/2239 [============================>.] - ETA: 0s - loss: 5.0089e-05 - mean_squared_error: 5.0089e-05
Epoch 00017: loss did not improve from 0.00005
2239/2239 [==============================] - 13s 6ms/step - loss: 5.0149e-05 - mean_squared_error: 5.0149e-05 - val_loss: 1.5000e-05 - val_mean_squared_error: 1.5000e-05
Epoch 18/500
2239/2239 [==============================] - ETA: 0s - loss: 5.0081e-05 - mean_squared_error: 5.0081e-05
Epoch 00018: loss did not improve from 0.00005
2239/2239 [==============================] - 14s 6ms/step - loss: 5.0081e-05 - mean_squared_error: 5.0081e-05 - val_loss: 1.8292e-05 - val_mean_squared_error: 1.8292e-05
Epoch 19/500
2236/2239 [============================>.] - ETA: 0s - loss: 5.0178e-05 - mean_squared_error: 5.0178e-05
Epoch 00019: loss did not improve from 0.00005
2239/2239 [==============================] - 15s 7ms/step - loss: 5.0115e-05 - mean_squared_error: 5.0115e-05 - val_loss: 1.5632e-05 - val_mean_squared_error: 1.5632e-05
Epoch 20/500
2232/2239 [============================>.] - ETA: 0s - loss: 4.8882e-05 - mean_squared_error: 4.8882e-05
Epoch 00020: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\20-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 4.8810e-05 - mean_squared_error: 4.8810e-05 - val_loss: 1.5806e-05 - val_mean_squared_error: 1.5806e-05
Epoch 21/500
2235/2239 [============================>.] - ETA: 0s - loss: 5.0733e-05 - mean_squared_error: 5.0733e-05
Epoch 00021: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 5.0705e-05 - mean_squared_error: 5.0705e-05 - val_loss: 1.5680e-05 - val_mean_squared_error: 1.5680e-05
Epoch 22/500
2239/2239 [==============================] - ETA: 0s - loss: 4.9724e-05 - mean_squared_error: 4.9724e-05
Epoch 00022: loss did not improve from 0.00005
2239/2239 [==============================] - 15s 7ms/step - loss: 4.9724e-05 - mean_squared_error: 4.9724e-05 - val_loss: 1.7359e-05 - val_mean_squared_error: 1.7359e-05
Epoch 23/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8904e-05 - mean_squared_error: 4.8904e-05
Epoch 00023: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 4.8855e-05 - mean_squared_error: 4.8855e-05 - val_loss: 2.2695e-05 - val_mean_squared_error: 2.2695e-05
Epoch 24/500
2234/2239 [============================>.] - ETA: 0s - loss: 4.8798e-05 - mean_squared_error: 4.8798e-05
Epoch 00024: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\24-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8698e-05 - mean_squared_error: 4.8698e-05 - val_loss: 1.5009e-05 - val_mean_squared_error: 1.5009e-05
Epoch 25/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.9009e-05 - mean_squared_error: 4.9009e-05
Epoch 00025: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8928e-05 - mean_squared_error: 4.8928e-05 - val_loss: 1.4784e-05 - val_mean_squared_error: 1.4784e-05
Epoch 26/500
2239/2239 [==============================] - ETA: 0s - loss: 4.8071e-05 - mean_squared_error: 4.8071e-05
Epoch 00026: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\26-0.0000.hdf5
2239/2239 [==============================] - 12s 5ms/step - loss: 4.8071e-05 - mean_squared_error: 4.8071e-05 - val_loss: 1.5097e-05 - val_mean_squared_error: 1.5097e-05
Epoch 27/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.8577e-05 - mean_squared_error: 4.8577e-05
Epoch 00027: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 5ms/step - loss: 4.8500e-05 - mean_squared_error: 4.8500e-05 - val_loss: 1.6209e-05 - val_mean_squared_error: 1.6209e-05
Epoch 28/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8024e-05 - mean_squared_error: 4.8024e-05
Epoch 00028: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\28-0.0000.hdf5
2239/2239 [==============================] - 13s 6ms/step - loss: 4.7966e-05 - mean_squared_error: 4.7966e-05 - val_loss: 1.5683e-05 - val_mean_squared_error: 1.5683e-05
Epoch 29/500
2230/2239 [============================>.] - ETA: 0s - loss: 4.8416e-05 - mean_squared_error: 4.8416e-05
Epoch 00029: loss did not improve from 0.00005
2239/2239 [==============================] - 14s 6ms/step - loss: 4.8287e-05 - mean_squared_error: 4.8287e-05 - val_loss: 1.6821e-05 - val_mean_squared_error: 1.6821e-05
Epoch 30/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8393e-05 - mean_squared_error: 4.8393e-05
Epoch 00030: loss did not improve from 0.00005
2239/2239 [==============================] - 15s 7ms/step - loss: 4.8441e-05 - mean_squared_error: 4.8441e-05 - val_loss: 1.5449e-05 - val_mean_squared_error: 1.5449e-05
Epoch 31/500
2232/2239 [============================>.] - ETA: 0s - loss: 4.8491e-05 - mean_squared_error: 4.8491e-05
Epoch 00031: loss did not improve from 0.00005
2239/2239 [==============================] - 14s 6ms/step - loss: 4.8347e-05 - mean_squared_error: 4.8347e-05 - val_loss: 1.5300e-05 - val_mean_squared_error: 1.5300e-05
Epoch 32/500
2233/2239 [============================>.] - ETA: 0s - loss: 4.8679e-05 - mean_squared_error: 4.8679e-05
Epoch 00032: loss did not improve from 0.00005
2239/2239 [==============================] - 12s 6ms/step - loss: 4.8566e-05 - mean_squared_error: 4.8566e-05 - val_loss: 1.5047e-05 - val_mean_squared_error: 1.5047e-05
Epoch 33/500
2237/2239 [============================>.] - ETA: 0s - loss: 4.7215e-05 - mean_squared_error: 4.7215e-05
Epoch 00033: loss improved from 0.00005 to 0.00005, saving model to ./model_LSTM/80\33-0.0000.hdf5
2239/2239 [==============================] - 11s 5ms/step - loss: 4.7199e-05 - mean_squared_error: 4.7199e-05 - val_loss: 1.4694e-05 - val_mean_squared_error: 1.4694e-05
Epoch 34/500
2233/2239 [============================>.] - ETA: 0s - loss: 4.7814e-05 - mean_squared_error: 4.7814e-05
Epoch 00034: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8190e-05 - mean_squared_error: 4.8190e-05 - val_loss: 1.9319e-05 - val_mean_squared_error: 1.9319e-05
Epoch 35/500
2233/2239 [============================>.] - ETA: 0s - loss: 4.8319e-05 - mean_squared_error: 4.8319e-05
Epoch 00035: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8374e-05 - mean_squared_error: 4.8374e-05 - val_loss: 1.4947e-05 - val_mean_squared_error: 1.4947e-05
Epoch 36/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.7349e-05 - mean_squared_error: 4.7349e-05
Epoch 00036: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.7331e-05 - mean_squared_error: 4.7331e-05 - val_loss: 1.7361e-05 - val_mean_squared_error: 1.7361e-05
Epoch 37/500
2235/2239 [============================>.] - ETA: 0s - loss: 4.7189e-05 - mean_squared_error: 4.7189e-05
Epoch 00037: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.7370e-05 - mean_squared_error: 4.7370e-05 - val_loss: 1.6227e-05 - val_mean_squared_error: 1.6227e-05
Epoch 38/500
2236/2239 [============================>.] - ETA: 0s - loss: 4.8330e-05 - mean_squared_error: 4.8330e-05
Epoch 00038: loss did not improve from 0.00005
2239/2239 [==============================] - 11s 5ms/step - loss: 4.8361e-05 - mean_squared_error: 4.8361e-05 - val_loss: 1.7968e-05 - val_mean_squared_error: 1.7968e-05
Epoch 00038: early stopping
Epoch 1/500
2237/2240 [============================>.] - ETA: 0s - loss: 6.9273e-05 - mean_squared_error: 6.9273e-05
Epoch 00001: loss improved from inf to 0.00007, saving model to ./model_LSTM/81\01-0.0000.hdf5
2240/2240 [==============================] - 12s 5ms/step - loss: 6.9272e-05 - mean_squared_error: 6.9272e-05 - val_loss: 1.7516e-05 - val_mean_squared_error: 1.7516e-05
Epoch 2/500
2240/2240 [==============================] - ETA: 0s - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05
Epoch 00002: loss improved from 0.00007 to 0.00006, saving model to ./model_LSTM/81\02-0.0000.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 6.1441e-05 - mean_squared_error: 6.1441e-05 - val_loss: 1.9306e-05 - val_mean_squared_error: 1.9306e-05
Epoch 3/500
2238/2240 [============================>.] - ETA: 0s - loss: 6.0902e-05 - mean_squared_error: 6.0902e-05
Epoch 00003: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\03-0.0000.hdf5
2240/2240 [==============================] - 14s 6ms/step - loss: 6.0877e-05 - mean_squared_error: 6.0877e-05 - val_loss: 1.8624e-05 - val_mean_squared_error: 1.8624e-05
Epoch 4/500
2237/2240 [============================>.] - ETA: 0s - loss: 5.9943e-05 - mean_squared_error: 5.9943e-05
Epoch 00004: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\04-0.0000.hdf5
2240/2240 [==============================] - 14s 6ms/step - loss: 5.9901e-05 - mean_squared_error: 5.9901e-05 - val_loss: 2.1606e-05 - val_mean_squared_error: 2.1606e-05
Epoch 5/500
2236/2240 [============================>.] - ETA: 0s - loss: 5.8102e-05 - mean_squared_error: 5.8102e-05
Epoch 00005: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\05-0.0000.hdf5
2240/2240 [==============================] - 15s 7ms/step - loss: 5.8032e-05 - mean_squared_error: 5.8032e-05 - val_loss: 1.8262e-05 - val_mean_squared_error: 1.8262e-05
Epoch 6/500
2232/2240 [============================>.] - ETA: 0s - loss: 5.7189e-05 - mean_squared_error: 5.7189e-05
Epoch 00006: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\06-0.0000.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 5.7316e-05 - mean_squared_error: 5.7316e-05 - val_loss: 1.7318e-05 - val_mean_squared_error: 1.7318e-05
Epoch 7/500
2239/2240 [============================>.] - ETA: 0s - loss: 5.6844e-05 - mean_squared_error: 5.6844e-05
Epoch 00007: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\07-0.0000.hdf5
2240/2240 [==============================] - 13s 6ms/step - loss: 5.6841e-05 - mean_squared_error: 5.6841e-05 - val_loss: 1.8843e-05 - val_mean_squared_error: 1.8843e-05
Epoch 8/500
2233/2240 [============================>.] - ETA: 0s - loss: 5.6519e-05 - mean_squared_error: 5.6519e-05
Epoch 00008: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\08-0.0000.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 5.6398e-05 - mean_squared_error: 5.6398e-05 - val_loss: 1.7735e-05 - val_mean_squared_error: 1.7735e-05
Epoch 9/500
2230/2240 [============================>.] - ETA: 0s - loss: 5.5101e-05 - mean_squared_error: 5.5101e-05
Epoch 00009: loss improved from 0.00006 to 0.00006, saving model to ./model_LSTM/81\09-0.0000.hdf5
2240/2240 [==============================] - 11s 5ms/step - loss: 5.5132e-05 - mean_squared_error: 5.5132e-05 - val_loss: 1.7596e-05 - val_mean_squared_error: 1.7596e-05
Epoch 10/500
2237/2240 [============================>.] - ETA: 0s - loss: 5.5637e-05 - mean_squared_error: 5.5637e-05
Epoch 00010: loss did not improve from 0.00006
2240/2240 [==============================] - 11s 5ms/step - loss: 5.5592e-05 - mean_squared_error: 5.5592e-05 - val_loss: 2.0244e-05 - val_mean_squared_error: 2.0244e-05
Epoch 11/500
2234/2240 [============================>.] - ETA: 0s - loss: 5.5891e-05 - mean_squared_error: 5.5891e-05
Epoch 00011: loss did not improve from 0.00006
2240/2240 [==============================] - 12s 5ms/step - loss: 5.6441e-05 - mean_squared_error: 5.6441e-05 - val_loss: 2.2925e-05 - val_mean_squared_error: 2.2925e-05
Epoch 12/500
2240/2240 [==============================] - ETA: 0s - loss: 5.5607e-05 - mean_squared_error: 5.5607e-05
Epoch 00012: loss did not improve from 0.00006
2240/2240 [==============================] - 13s 6ms/step - loss: 5.5607e-05 - mean_squared_error: 5.5607e-05 - val_loss: 1.8054e-05 - val_mean_squared_error: 1.8054e-05
Epoch 13/500
2234/2240 [============================>.] - ETA: 0s - loss: 5.6407e-05 - mean_squared_error: 5.6407e-05
Epoch 00013: loss did not improve from 0.00006
2240/2240 [==============================] - 13s 6ms/step - loss: 5.6343e-05 - mean_squared_error: 5.6343e-05 - val_loss: 1.8207e-05 - val_mean_squared_error: 1.8207e-05
Epoch 14/500
2240/2240 [==============================] - ETA: 0s - loss: 5.5133e-05 - mean_squared_error: 5.5133e-05
Epoch 00014: loss did not improve from 0.00006
2240/2240 [==============================] - 13s 6ms/step - loss: 5.5133e-05 - mean_squared_error: 5.5133e-05 - val_loss: 1.8210e-05 - val_mean_squared_error: 1.8210e-05
Epoch 00014: early stopping
Epoch 1/500
580/586 [============================>.] - ETA: 0s - loss: 5.8301e-04 - mean_squared_error: 5.8301e-04
Epoch 00001: loss improved from inf to 0.00058, saving model to ./model_LSTM/82\01-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.8078e-04 - mean_squared_error: 5.8078e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 2/500
581/586 [============================>.] - ETA: 0s - loss: 5.3885e-04 - mean_squared_error: 5.3885e-04
Epoch 00002: loss improved from 0.00058 to 0.00054, saving model to ./model_LSTM/82\02-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.3672e-04 - mean_squared_error: 5.3672e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 3/500
584/586 [============================>.] - ETA: 0s - loss: 5.2886e-04 - mean_squared_error: 5.2886e-04
Epoch 00003: loss improved from 0.00054 to 0.00053, saving model to ./model_LSTM/82\03-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.2871e-04 - mean_squared_error: 5.2871e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 4/500
583/586 [============================>.] - ETA: 0s - loss: 5.2377e-04 - mean_squared_error: 5.2377e-04
Epoch 00004: loss improved from 0.00053 to 0.00052, saving model to ./model_LSTM/82\04-0.0016.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 5.2331e-04 - mean_squared_error: 5.2331e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 5/500
582/586 [============================>.] - ETA: 0s - loss: 5.1923e-04 - mean_squared_error: 5.1923e-04
Epoch 00005: loss improved from 0.00052 to 0.00052, saving model to ./model_LSTM/82\05-0.0016.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 5.1804e-04 - mean_squared_error: 5.1804e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 6/500
586/586 [==============================] - ETA: 0s - loss: 5.0875e-04 - mean_squared_error: 5.0875e-04
Epoch 00006: loss improved from 0.00052 to 0.00051, saving model to ./model_LSTM/82\06-0.0016.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 5.0875e-04 - mean_squared_error: 5.0875e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 7/500
583/586 [============================>.] - ETA: 0s - loss: 5.0376e-04 - mean_squared_error: 5.0376e-04
Epoch 00007: loss improved from 0.00051 to 0.00050, saving model to ./model_LSTM/82\07-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 5.0403e-04 - mean_squared_error: 5.0403e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 8/500
581/586 [============================>.] - ETA: 0s - loss: 4.9785e-04 - mean_squared_error: 4.9785e-04
Epoch 00008: loss improved from 0.00050 to 0.00050, saving model to ./model_LSTM/82\08-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 5.0042e-04 - mean_squared_error: 5.0042e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 9/500
584/586 [============================>.] - ETA: 0s - loss: 4.8943e-04 - mean_squared_error: 4.8943e-04
Epoch 00009: loss improved from 0.00050 to 0.00049, saving model to ./model_LSTM/82\09-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.9197e-04 - mean_squared_error: 4.9197e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 10/500
585/586 [============================>.] - ETA: 0s - loss: 4.9745e-04 - mean_squared_error: 4.9745e-04
Epoch 00010: loss did not improve from 0.00049
586/586 [==============================] - 3s 5ms/step - loss: 4.9737e-04 - mean_squared_error: 4.9737e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 11/500
579/586 [============================>.] - ETA: 0s - loss: 4.9677e-04 - mean_squared_error: 4.9677e-04
Epoch 00011: loss did not improve from 0.00049
586/586 [==============================] - 3s 5ms/step - loss: 4.9327e-04 - mean_squared_error: 4.9327e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 12/500
578/586 [============================>.] - ETA: 0s - loss: 4.8917e-04 - mean_squared_error: 4.8917e-04
Epoch 00012: loss improved from 0.00049 to 0.00049, saving model to ./model_LSTM/82\12-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8822e-04 - mean_squared_error: 4.8822e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 13/500
581/586 [============================>.] - ETA: 0s - loss: 4.9146e-04 - mean_squared_error: 4.9146e-04
Epoch 00013: loss did not improve from 0.00049
586/586 [==============================] - 3s 5ms/step - loss: 4.8929e-04 - mean_squared_error: 4.8929e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 14/500
578/586 [============================>.] - ETA: 0s - loss: 4.8544e-04 - mean_squared_error: 4.8544e-04
Epoch 00014: loss improved from 0.00049 to 0.00048, saving model to ./model_LSTM/82\14-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8430e-04 - mean_squared_error: 4.8430e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 15/500
575/586 [============================>.] - ETA: 0s - loss: 4.8211e-04 - mean_squared_error: 4.8211e-04
Epoch 00015: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\15-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8176e-04 - mean_squared_error: 4.8176e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 16/500
577/586 [============================>.] - ETA: 0s - loss: 4.7199e-04 - mean_squared_error: 4.7199e-04
Epoch 00016: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\16-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.8046e-04 - mean_squared_error: 4.8046e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 17/500
580/586 [============================>.] - ETA: 0s - loss: 4.7761e-04 - mean_squared_error: 4.7761e-04
Epoch 00017: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\17-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.7803e-04 - mean_squared_error: 4.7803e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 18/500
579/586 [============================>.] - ETA: 0s - loss: 4.7514e-04 - mean_squared_error: 4.7514e-04
Epoch 00018: loss improved from 0.00048 to 0.00048, saving model to ./model_LSTM/82\18-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.7625e-04 - mean_squared_error: 4.7625e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 19/500
574/586 [============================>.] - ETA: 0s - loss: 4.7685e-04 - mean_squared_error: 4.7685e-04
Epoch 00019: loss improved from 0.00048 to 0.00047, saving model to ./model_LSTM/82\19-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.7254e-04 - mean_squared_error: 4.7254e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 20/500
585/586 [============================>.] - ETA: 0s - loss: 4.7319e-04 - mean_squared_error: 4.7319e-04
Epoch 00020: loss did not improve from 0.00047
586/586 [==============================] - 3s 5ms/step - loss: 4.7318e-04 - mean_squared_error: 4.7318e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 21/500
581/586 [============================>.] - ETA: 0s - loss: 4.6668e-04 - mean_squared_error: 4.6668e-04
Epoch 00021: loss improved from 0.00047 to 0.00047, saving model to ./model_LSTM/82\21-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.6549e-04 - mean_squared_error: 4.6549e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 22/500
577/586 [============================>.] - ETA: 0s - loss: 4.6794e-04 - mean_squared_error: 4.6794e-04
Epoch 00022: loss did not improve from 0.00047
586/586 [==============================] - 3s 5ms/step - loss: 4.6607e-04 - mean_squared_error: 4.6607e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 23/500
577/586 [============================>.] - ETA: 0s - loss: 4.6650e-04 - mean_squared_error: 4.6650e-04
Epoch 00023: loss improved from 0.00047 to 0.00046, saving model to ./model_LSTM/82\23-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.6477e-04 - mean_squared_error: 4.6477e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 24/500
584/586 [============================>.] - ETA: 0s - loss: 4.6634e-04 - mean_squared_error: 4.6634e-04
Epoch 00024: loss did not improve from 0.00046
586/586 [==============================] - 3s 5ms/step - loss: 4.6590e-04 - mean_squared_error: 4.6590e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 25/500
584/586 [============================>.] - ETA: 0s - loss: 4.5741e-04 - mean_squared_error: 4.5741e-04
Epoch 00025: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/82\25-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.5728e-04 - mean_squared_error: 4.5728e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 26/500
584/586 [============================>.] - ETA: 0s - loss: 4.5882e-04 - mean_squared_error: 4.5882e-04
Epoch 00026: loss did not improve from 0.00046
586/586 [==============================] - 3s 5ms/step - loss: 4.5863e-04 - mean_squared_error: 4.5863e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 27/500
577/586 [============================>.] - ETA: 0s - loss: 4.6330e-04 - mean_squared_error: 4.6330e-04
Epoch 00027: loss did not improve from 0.00046
586/586 [==============================] - 3s 5ms/step - loss: 4.6214e-04 - mean_squared_error: 4.6214e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 28/500
580/586 [============================>.] - ETA: 0s - loss: 4.5872e-04 - mean_squared_error: 4.5872e-04
Epoch 00028: loss improved from 0.00046 to 0.00046, saving model to ./model_LSTM/82\28-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.5652e-04 - mean_squared_error: 4.5652e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 29/500
575/586 [============================>.] - ETA: 0s - loss: 4.4441e-04 - mean_squared_error: 4.4441e-04
Epoch 00029: loss improved from 0.00046 to 0.00044, saving model to ./model_LSTM/82\29-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.4445e-04 - mean_squared_error: 4.4445e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 30/500
578/586 [============================>.] - ETA: 0s - loss: 4.6914e-04 - mean_squared_error: 4.6914e-04
Epoch 00030: loss did not improve from 0.00044
586/586 [==============================] - 3s 5ms/step - loss: 4.6646e-04 - mean_squared_error: 4.6646e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 31/500
583/586 [============================>.] - ETA: 0s - loss: 4.4552e-04 - mean_squared_error: 4.4552e-04
Epoch 00031: loss did not improve from 0.00044
586/586 [==============================] - 3s 5ms/step - loss: 4.4496e-04 - mean_squared_error: 4.4496e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 32/500
584/586 [============================>.] - ETA: 0s - loss: 4.3904e-04 - mean_squared_error: 4.3904e-04
Epoch 00032: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/82\32-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3915e-04 - mean_squared_error: 4.3915e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 33/500
580/586 [============================>.] - ETA: 0s - loss: 4.3839e-04 - mean_squared_error: 4.3839e-04
Epoch 00033: loss improved from 0.00044 to 0.00044, saving model to ./model_LSTM/82\33-0.0016.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3622e-04 - mean_squared_error: 4.3622e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 34/500
585/586 [============================>.] - ETA: 0s - loss: 4.3285e-04 - mean_squared_error: 4.3285e-04
Epoch 00034: loss improved from 0.00044 to 0.00043, saving model to ./model_LSTM/82\34-0.0016.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.3280e-04 - mean_squared_error: 4.3280e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 35/500
583/586 [============================>.] - ETA: 0s - loss: 4.3194e-04 - mean_squared_error: 4.3194e-04
Epoch 00035: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\35-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.3174e-04 - mean_squared_error: 4.3174e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 36/500
578/586 [============================>.] - ETA: 0s - loss: 4.3409e-04 - mean_squared_error: 4.3409e-04
Epoch 00036: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\36-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3124e-04 - mean_squared_error: 4.3124e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 37/500
585/586 [============================>.] - ETA: 0s - loss: 4.3161e-04 - mean_squared_error: 4.3161e-04
Epoch 00037: loss did not improve from 0.00043
586/586 [==============================] - 3s 6ms/step - loss: 4.3157e-04 - mean_squared_error: 4.3157e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 38/500
579/586 [============================>.] - ETA: 0s - loss: 4.3329e-04 - mean_squared_error: 4.3329e-04
Epoch 00038: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\38-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.3101e-04 - mean_squared_error: 4.3101e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 39/500
576/586 [============================>.] - ETA: 0s - loss: 4.3345e-04 - mean_squared_error: 4.3345e-04
Epoch 00039: loss did not improve from 0.00043
586/586 [==============================] - 3s 5ms/step - loss: 4.3197e-04 - mean_squared_error: 4.3197e-04 - val_loss: 0.0016 - val_mean_squared_error: 0.0016
Epoch 40/500
579/586 [============================>.] - ETA: 0s - loss: 4.4069e-04 - mean_squared_error: 4.4069e-04
Epoch 00040: loss did not improve from 0.00043
586/586 [==============================] - 3s 6ms/step - loss: 4.4198e-04 - mean_squared_error: 4.4198e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 41/500
586/586 [==============================] - ETA: 0s - loss: 4.2790e-04 - mean_squared_error: 4.2790e-04
Epoch 00041: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\41-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.2790e-04 - mean_squared_error: 4.2790e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 42/500
585/586 [============================>.] - ETA: 0s - loss: 4.2547e-04 - mean_squared_error: 4.2547e-04
Epoch 00042: loss improved from 0.00043 to 0.00043, saving model to ./model_LSTM/82\42-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.2549e-04 - mean_squared_error: 4.2549e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 43/500
585/586 [============================>.] - ETA: 0s - loss: 4.2295e-04 - mean_squared_error: 4.2295e-04
Epoch 00043: loss improved from 0.00043 to 0.00042, saving model to ./model_LSTM/82\43-0.0017.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 4.2343e-04 - mean_squared_error: 4.2343e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 44/500
583/586 [============================>.] - ETA: 0s - loss: 4.2727e-04 - mean_squared_error: 4.2727e-04
Epoch 00044: loss did not improve from 0.00042
586/586 [==============================] - 4s 6ms/step - loss: 4.2628e-04 - mean_squared_error: 4.2628e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 45/500
578/586 [============================>.] - ETA: 0s - loss: 4.2082e-04 - mean_squared_error: 4.2082e-04
Epoch 00045: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\45-0.0017.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 4.2188e-04 - mean_squared_error: 4.2188e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 46/500
580/586 [============================>.] - ETA: 0s - loss: 4.2740e-04 - mean_squared_error: 4.2740e-04
Epoch 00046: loss did not improve from 0.00042
586/586 [==============================] - 4s 6ms/step - loss: 4.2715e-04 - mean_squared_error: 4.2715e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 47/500
583/586 [============================>.] - ETA: 0s - loss: 4.2181e-04 - mean_squared_error: 4.2181e-04
Epoch 00047: loss did not improve from 0.00042
586/586 [==============================] - 4s 6ms/step - loss: 4.2195e-04 - mean_squared_error: 4.2195e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 48/500
582/586 [============================>.] - ETA: 0s - loss: 4.2061e-04 - mean_squared_error: 4.2061e-04
Epoch 00048: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\48-0.0017.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 4.1949e-04 - mean_squared_error: 4.1949e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 49/500
584/586 [============================>.] - ETA: 0s - loss: 4.2372e-04 - mean_squared_error: 4.2372e-04
Epoch 00049: loss did not improve from 0.00042
586/586 [==============================] - 4s 7ms/step - loss: 4.2339e-04 - mean_squared_error: 4.2339e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 50/500
583/586 [============================>.] - ETA: 0s - loss: 4.1880e-04 - mean_squared_error: 4.1880e-04
Epoch 00050: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\50-0.0017.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 4.1844e-04 - mean_squared_error: 4.1844e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 51/500
585/586 [============================>.] - ETA: 0s - loss: 4.1714e-04 - mean_squared_error: 4.1714e-04
Epoch 00051: loss improved from 0.00042 to 0.00042, saving model to ./model_LSTM/82\51-0.0017.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 4.1708e-04 - mean_squared_error: 4.1708e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 52/500
582/586 [============================>.] - ETA: 0s - loss: 4.1500e-04 - mean_squared_error: 4.1500e-04
Epoch 00052: loss improved from 0.00042 to 0.00041, saving model to ./model_LSTM/82\52-0.0017.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 4.1447e-04 - mean_squared_error: 4.1447e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 53/500
577/586 [============================>.] - ETA: 0s - loss: 4.1663e-04 - mean_squared_error: 4.1663e-04
Epoch 00053: loss did not improve from 0.00041
586/586 [==============================] - 3s 6ms/step - loss: 4.1752e-04 - mean_squared_error: 4.1752e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 54/500
584/586 [============================>.] - ETA: 0s - loss: 4.1269e-04 - mean_squared_error: 4.1269e-04
Epoch 00054: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/82\54-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1336e-04 - mean_squared_error: 4.1336e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 55/500
580/586 [============================>.] - ETA: 0s - loss: 4.1497e-04 - mean_squared_error: 4.1497e-04
Epoch 00055: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1524e-04 - mean_squared_error: 4.1524e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 56/500
579/586 [============================>.] - ETA: 0s - loss: 4.1220e-04 - mean_squared_error: 4.1220e-04
Epoch 00056: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/82\56-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1046e-04 - mean_squared_error: 4.1046e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 57/500
584/586 [============================>.] - ETA: 0s - loss: 4.2059e-04 - mean_squared_error: 4.2059e-04
Epoch 00057: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.2032e-04 - mean_squared_error: 4.2032e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 58/500
585/586 [============================>.] - ETA: 0s - loss: 4.1406e-04 - mean_squared_error: 4.1406e-04
Epoch 00058: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1402e-04 - mean_squared_error: 4.1402e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 59/500
581/586 [============================>.] - ETA: 0s - loss: 4.1058e-04 - mean_squared_error: 4.1058e-04
Epoch 00059: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1285e-04 - mean_squared_error: 4.1285e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 60/500
584/586 [============================>.] - ETA: 0s - loss: 4.1047e-04 - mean_squared_error: 4.1047e-04
Epoch 00060: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1103e-04 - mean_squared_error: 4.1103e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 61/500
578/586 [============================>.] - ETA: 0s - loss: 4.1010e-04 - mean_squared_error: 4.1010e-04
Epoch 00061: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.1231e-04 - mean_squared_error: 4.1231e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 00061: early stopping
Epoch 1/500
582/586 [============================>.] - ETA: 0s - loss: 4.1537e-04 - mean_squared_error: 4.1537e-04
Epoch 00001: loss improved from inf to 0.00041, saving model to ./model_LSTM/83\01-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1441e-04 - mean_squared_error: 4.1441e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 2/500
578/586 [============================>.] - ETA: 0s - loss: 4.1339e-04 - mean_squared_error: 4.1339e-04
Epoch 00002: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/83\02-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.1121e-04 - mean_squared_error: 4.1121e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 3/500
580/586 [============================>.] - ETA: 0s - loss: 4.2529e-04 - mean_squared_error: 4.2529e-04
Epoch 00003: loss did not improve from 0.00041
586/586 [==============================] - 3s 5ms/step - loss: 4.2415e-04 - mean_squared_error: 4.2415e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 4/500
574/586 [============================>.] - ETA: 0s - loss: 4.0710e-04 - mean_squared_error: 4.0710e-04
Epoch 00004: loss improved from 0.00041 to 0.00041, saving model to ./model_LSTM/83\04-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.0662e-04 - mean_squared_error: 4.0662e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 5/500
584/586 [============================>.] - ETA: 0s - loss: 4.0074e-04 - mean_squared_error: 4.0074e-04
Epoch 00005: loss improved from 0.00041 to 0.00040, saving model to ./model_LSTM/83\05-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.0257e-04 - mean_squared_error: 4.0257e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 6/500
585/586 [============================>.] - ETA: 0s - loss: 4.0047e-04 - mean_squared_error: 4.0047e-04
Epoch 00006: loss improved from 0.00040 to 0.00040, saving model to ./model_LSTM/83\06-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 4.0042e-04 - mean_squared_error: 4.0042e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 7/500
583/586 [============================>.] - ETA: 0s - loss: 4.0494e-04 - mean_squared_error: 4.0494e-04
Epoch 00007: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0439e-04 - mean_squared_error: 4.0439e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 8/500
580/586 [============================>.] - ETA: 0s - loss: 4.0579e-04 - mean_squared_error: 4.0579e-04
Epoch 00008: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0412e-04 - mean_squared_error: 4.0412e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 9/500
585/586 [============================>.] - ETA: 0s - loss: 4.0144e-04 - mean_squared_error: 4.0144e-04
Epoch 00009: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0141e-04 - mean_squared_error: 4.0141e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 10/500
585/586 [============================>.] - ETA: 0s - loss: 4.0370e-04 - mean_squared_error: 4.0370e-04
Epoch 00010: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0366e-04 - mean_squared_error: 4.0366e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 11/500
580/586 [============================>.] - ETA: 0s - loss: 3.9381e-04 - mean_squared_error: 3.9381e-04
Epoch 00011: loss improved from 0.00040 to 0.00040, saving model to ./model_LSTM/83\11-0.0018.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 3.9537e-04 - mean_squared_error: 3.9537e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 12/500
584/586 [============================>.] - ETA: 0s - loss: 4.0158e-04 - mean_squared_error: 4.0158e-04
Epoch 00012: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0121e-04 - mean_squared_error: 4.0121e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 13/500
582/586 [============================>.] - ETA: 0s - loss: 4.0002e-04 - mean_squared_error: 4.0002e-04
Epoch 00013: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.0154e-04 - mean_squared_error: 4.0154e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 14/500
575/586 [============================>.] - ETA: 0s - loss: 4.3346e-04 - mean_squared_error: 4.3346e-04
Epoch 00014: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.2978e-04 - mean_squared_error: 4.2978e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 15/500
580/586 [============================>.] - ETA: 0s - loss: 4.1067e-04 - mean_squared_error: 4.1067e-04
Epoch 00015: loss did not improve from 0.00040
586/586 [==============================] - 3s 5ms/step - loss: 4.1025e-04 - mean_squared_error: 4.1025e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 16/500
583/586 [============================>.] - ETA: 0s - loss: 3.9047e-04 - mean_squared_error: 3.9047e-04
Epoch 00016: loss improved from 0.00040 to 0.00039, saving model to ./model_LSTM/83\16-0.0017.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 3.9017e-04 - mean_squared_error: 3.9017e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 17/500
582/586 [============================>.] - ETA: 0s - loss: 3.9083e-04 - mean_squared_error: 3.9083e-04
Epoch 00017: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9024e-04 - mean_squared_error: 3.9024e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 18/500
583/586 [============================>.] - ETA: 0s - loss: 3.9341e-04 - mean_squared_error: 3.9341e-04
Epoch 00018: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9253e-04 - mean_squared_error: 3.9253e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 19/500
586/586 [==============================] - ETA: 0s - loss: 3.9650e-04 - mean_squared_error: 3.9650e-04
Epoch 00019: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9650e-04 - mean_squared_error: 3.9650e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 20/500
586/586 [==============================] - ETA: 0s - loss: 3.9116e-04 - mean_squared_error: 3.9116e-04
Epoch 00020: loss did not improve from 0.00039
586/586 [==============================] - 3s 5ms/step - loss: 3.9116e-04 - mean_squared_error: 3.9116e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 21/500
581/586 [============================>.] - ETA: 0s - loss: 3.8988e-04 - mean_squared_error: 3.8988e-04
Epoch 00021: loss improved from 0.00039 to 0.00039, saving model to ./model_LSTM/83\21-0.0018.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 3.8886e-04 - mean_squared_error: 3.8886e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 22/500
579/586 [============================>.] - ETA: 0s - loss: 3.9704e-04 - mean_squared_error: 3.9704e-04
Epoch 00022: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.1201e-04 - mean_squared_error: 4.1201e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 23/500
582/586 [============================>.] - ETA: 0s - loss: 4.0600e-04 - mean_squared_error: 4.0600e-04
Epoch 00023: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.0659e-04 - mean_squared_error: 4.0659e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 24/500
580/586 [============================>.] - ETA: 0s - loss: 4.0227e-04 - mean_squared_error: 4.0227e-04
Epoch 00024: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.0026e-04 - mean_squared_error: 4.0026e-04 - val_loss: 0.0018 - val_mean_squared_error: 0.0018
Epoch 25/500
579/586 [============================>.] - ETA: 0s - loss: 3.8502e-04 - mean_squared_error: 3.8502e-04
Epoch 00025: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 4.0668e-04 - mean_squared_error: 4.0668e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 26/500
584/586 [============================>.] - ETA: 0s - loss: 3.9066e-04 - mean_squared_error: 3.9066e-04
Epoch 00026: loss did not improve from 0.00039
586/586 [==============================] - 3s 6ms/step - loss: 3.9246e-04 - mean_squared_error: 3.9246e-04 - val_loss: 0.0017 - val_mean_squared_error: 0.0017
Epoch 00026: early stopping
Epoch 1/500
2162/2162 [==============================] - ETA: 0s - loss: 5.7986e-04 - mean_squared_error: 5.7986e-04
Epoch 00001: loss improved from inf to 0.00058, saving model to ./model_LSTM/84\01-0.0003.hdf5
2162/2162 [==============================] - 14s 6ms/step - loss: 5.7986e-04 - mean_squared_error: 5.7986e-04 - val_loss: 2.9172e-04 - val_mean_squared_error: 2.9172e-04
Epoch 2/500
2162/2162 [==============================] - ETA: 0s - loss: 3.3984e-04 - mean_squared_error: 3.3984e-04
Epoch 00002: loss improved from 0.00058 to 0.00034, saving model to ./model_LSTM/84\02-0.0002.hdf5
2162/2162 [==============================] - 15s 7ms/step - loss: 3.3984e-04 - mean_squared_error: 3.3984e-04 - val_loss: 1.9485e-04 - val_mean_squared_error: 1.9485e-04
Epoch 3/500
2161/2162 [============================>.] - ETA: 0s - loss: 2.7485e-04 - mean_squared_error: 2.7485e-04
Epoch 00003: loss improved from 0.00034 to 0.00027, saving model to ./model_LSTM/84\03-0.0002.hdf5
2162/2162 [==============================] - 15s 7ms/step - loss: 2.7490e-04 - mean_squared_error: 2.7490e-04 - val_loss: 2.0002e-04 - val_mean_squared_error: 2.0002e-04
Epoch 4/500
2160/2162 [============================>.] - ETA: 0s - loss: 2.4334e-04 - mean_squared_error: 2.4334e-04
Epoch 00004: loss improved from 0.00027 to 0.00024, saving model to ./model_LSTM/84\04-0.0002.hdf5
2162/2162 [==============================] - 14s 6ms/step - loss: 2.4328e-04 - mean_squared_error: 2.4328e-04 - val_loss: 1.6127e-04 - val_mean_squared_error: 1.6127e-04
Epoch 5/500
2162/2162 [==============================] - ETA: 0s - loss: 2.2875e-04 - mean_squared_error: 2.2875e-04
Epoch 00005: loss improved from 0.00024 to 0.00023, saving model to ./model_LSTM/84\05-0.0002.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 2.2875e-04 - mean_squared_error: 2.2875e-04 - val_loss: 1.6023e-04 - val_mean_squared_error: 1.6023e-04
Epoch 6/500
2151/2162 [============================>.] - ETA: 0s - loss: 2.1224e-04 - mean_squared_error: 2.1224e-04
Epoch 00006: loss improved from 0.00023 to 0.00021, saving model to ./model_LSTM/84\06-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 2.1193e-04 - mean_squared_error: 2.1193e-04 - val_loss: 1.3965e-04 - val_mean_squared_error: 1.3965e-04
Epoch 7/500
2160/2162 [============================>.] - ETA: 0s - loss: 2.0629e-04 - mean_squared_error: 2.0629e-04
Epoch 00007: loss improved from 0.00021 to 0.00021, saving model to ./model_LSTM/84\07-0.0002.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 2.0624e-04 - mean_squared_error: 2.0624e-04 - val_loss: 1.5322e-04 - val_mean_squared_error: 1.5322e-04
Epoch 8/500
2156/2162 [============================>.] - ETA: 0s - loss: 1.9761e-04 - mean_squared_error: 1.9761e-04
Epoch 00008: loss improved from 0.00021 to 0.00020, saving model to ./model_LSTM/84\08-0.0002.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.9776e-04 - mean_squared_error: 1.9776e-04 - val_loss: 1.5243e-04 - val_mean_squared_error: 1.5243e-04
Epoch 9/500
2161/2162 [============================>.] - ETA: 0s - loss: 1.9135e-04 - mean_squared_error: 1.9135e-04
Epoch 00009: loss improved from 0.00020 to 0.00019, saving model to ./model_LSTM/84\09-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.9134e-04 - mean_squared_error: 1.9134e-04 - val_loss: 1.1957e-04 - val_mean_squared_error: 1.1957e-04
Epoch 10/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.8801e-04 - mean_squared_error: 1.8801e-04
Epoch 00010: loss improved from 0.00019 to 0.00019, saving model to ./model_LSTM/84\10-0.0001.hdf5
2162/2162 [==============================] - 12s 5ms/step - loss: 1.8788e-04 - mean_squared_error: 1.8788e-04 - val_loss: 1.2490e-04 - val_mean_squared_error: 1.2490e-04
Epoch 11/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.8229e-04 - mean_squared_error: 1.8229e-04
Epoch 00011: loss improved from 0.00019 to 0.00018, saving model to ./model_LSTM/84\11-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.8221e-04 - mean_squared_error: 1.8221e-04 - val_loss: 1.2047e-04 - val_mean_squared_error: 1.2047e-04
Epoch 12/500
2155/2162 [============================>.] - ETA: 0s - loss: 1.7920e-04 - mean_squared_error: 1.7920e-04
Epoch 00012: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/84\12-0.0001.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 1.7956e-04 - mean_squared_error: 1.7956e-04 - val_loss: 1.3290e-04 - val_mean_squared_error: 1.3290e-04
Epoch 13/500
2158/2162 [============================>.] - ETA: 0s - loss: 1.8281e-04 - mean_squared_error: 1.8281e-04
Epoch 00013: loss did not improve from 0.00018
2162/2162 [==============================] - 14s 6ms/step - loss: 1.8266e-04 - mean_squared_error: 1.8266e-04 - val_loss: 1.1672e-04 - val_mean_squared_error: 1.1672e-04
Epoch 14/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.7827e-04 - mean_squared_error: 1.7827e-04
Epoch 00014: loss improved from 0.00018 to 0.00018, saving model to ./model_LSTM/84\14-0.0001.hdf5
2162/2162 [==============================] - 14s 7ms/step - loss: 1.7801e-04 - mean_squared_error: 1.7801e-04 - val_loss: 1.1493e-04 - val_mean_squared_error: 1.1493e-04
Epoch 15/500
2152/2162 [============================>.] - ETA: 0s - loss: 1.7421e-04 - mean_squared_error: 1.7421e-04
Epoch 00015: loss improved from 0.00018 to 0.00017, saving model to ./model_LSTM/84\15-0.0001.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 1.7398e-04 - mean_squared_error: 1.7398e-04 - val_loss: 1.2456e-04 - val_mean_squared_error: 1.2456e-04
Epoch 16/500
2153/2162 [============================>.] - ETA: 0s - loss: 1.7257e-04 - mean_squared_error: 1.7257e-04
Epoch 00016: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\16-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.7251e-04 - mean_squared_error: 1.7251e-04 - val_loss: 1.1927e-04 - val_mean_squared_error: 1.1927e-04
Epoch 17/500
2151/2162 [============================>.] - ETA: 0s - loss: 1.7284e-04 - mean_squared_error: 1.7284e-04
Epoch 00017: loss did not improve from 0.00017
2162/2162 [==============================] - 10s 5ms/step - loss: 1.7262e-04 - mean_squared_error: 1.7262e-04 - val_loss: 1.3206e-04 - val_mean_squared_error: 1.3206e-04
Epoch 18/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.6973e-04 - mean_squared_error: 1.6973e-04
Epoch 00018: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\18-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.6965e-04 - mean_squared_error: 1.6965e-04 - val_loss: 1.1319e-04 - val_mean_squared_error: 1.1319e-04
Epoch 19/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.6876e-04 - mean_squared_error: 1.6876e-04
Epoch 00019: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\19-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.6865e-04 - mean_squared_error: 1.6865e-04 - val_loss: 1.1220e-04 - val_mean_squared_error: 1.1220e-04
Epoch 20/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.6690e-04 - mean_squared_error: 1.6690e-04
Epoch 00020: loss improved from 0.00017 to 0.00017, saving model to ./model_LSTM/84\20-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.6680e-04 - mean_squared_error: 1.6680e-04 - val_loss: 1.1660e-04 - val_mean_squared_error: 1.1660e-04
Epoch 21/500
2156/2162 [============================>.] - ETA: 0s - loss: 1.6751e-04 - mean_squared_error: 1.6751e-04
Epoch 00021: loss did not improve from 0.00017
2162/2162 [==============================] - 13s 6ms/step - loss: 1.6728e-04 - mean_squared_error: 1.6728e-04 - val_loss: 1.0854e-04 - val_mean_squared_error: 1.0854e-04
Epoch 22/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.6390e-04 - mean_squared_error: 1.6390e-04
Epoch 00022: loss improved from 0.00017 to 0.00016, saving model to ./model_LSTM/84\22-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.6382e-04 - mean_squared_error: 1.6382e-04 - val_loss: 1.2672e-04 - val_mean_squared_error: 1.2672e-04
Epoch 23/500
2152/2162 [============================>.] - ETA: 0s - loss: 1.6394e-04 - mean_squared_error: 1.6394e-04
Epoch 00023: loss did not improve from 0.00016
2162/2162 [==============================] - 12s 6ms/step - loss: 1.6389e-04 - mean_squared_error: 1.6389e-04 - val_loss: 1.1915e-04 - val_mean_squared_error: 1.1915e-04
Epoch 24/500
2158/2162 [============================>.] - ETA: 0s - loss: 1.6187e-04 - mean_squared_error: 1.6187e-04
Epoch 00024: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\24-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.6192e-04 - mean_squared_error: 1.6192e-04 - val_loss: 1.1132e-04 - val_mean_squared_error: 1.1132e-04
Epoch 25/500
2161/2162 [============================>.] - ETA: 0s - loss: 1.6096e-04 - mean_squared_error: 1.6096e-04
Epoch 00025: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\25-0.0001.hdf5
2162/2162 [==============================] - 13s 6ms/step - loss: 1.6103e-04 - mean_squared_error: 1.6103e-04 - val_loss: 1.0607e-04 - val_mean_squared_error: 1.0607e-04
Epoch 26/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.6220e-04 - mean_squared_error: 1.6220e-04
Epoch 00026: loss did not improve from 0.00016
2162/2162 [==============================] - 14s 7ms/step - loss: 1.6216e-04 - mean_squared_error: 1.6216e-04 - val_loss: 1.1191e-04 - val_mean_squared_error: 1.1191e-04
Epoch 27/500
2162/2162 [==============================] - ETA: 0s - loss: 1.5958e-04 - mean_squared_error: 1.5958e-04
Epoch 00027: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\27-0.0001.hdf5
2162/2162 [==============================] - 14s 7ms/step - loss: 1.5958e-04 - mean_squared_error: 1.5958e-04 - val_loss: 1.0689e-04 - val_mean_squared_error: 1.0689e-04
Epoch 28/500
2154/2162 [============================>.] - ETA: 0s - loss: 1.5953e-04 - mean_squared_error: 1.5953e-04
Epoch 00028: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\28-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.5931e-04 - mean_squared_error: 1.5931e-04 - val_loss: 1.2007e-04 - val_mean_squared_error: 1.2007e-04
Epoch 29/500
2161/2162 [============================>.] - ETA: 0s - loss: 1.5761e-04 - mean_squared_error: 1.5761e-04
Epoch 00029: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\29-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5761e-04 - mean_squared_error: 1.5761e-04 - val_loss: 1.1310e-04 - val_mean_squared_error: 1.1310e-04
Epoch 30/500
2154/2162 [============================>.] - ETA: 0s - loss: 1.5732e-04 - mean_squared_error: 1.5732e-04
Epoch 00030: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\30-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5713e-04 - mean_squared_error: 1.5713e-04 - val_loss: 1.1391e-04 - val_mean_squared_error: 1.1391e-04
Epoch 31/500
2158/2162 [============================>.] - ETA: 0s - loss: 1.5708e-04 - mean_squared_error: 1.5708e-04
Epoch 00031: loss improved from 0.00016 to 0.00016, saving model to ./model_LSTM/84\31-0.0001.hdf5
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5705e-04 - mean_squared_error: 1.5705e-04 - val_loss: 9.7462e-05 - val_mean_squared_error: 9.7462e-05
Epoch 32/500
2154/2162 [============================>.] - ETA: 0s - loss: 1.5804e-04 - mean_squared_error: 1.5804e-04
Epoch 00032: loss did not improve from 0.00016
2162/2162 [==============================] - 11s 5ms/step - loss: 1.5804e-04 - mean_squared_error: 1.5804e-04 - val_loss: 1.0327e-04 - val_mean_squared_error: 1.0327e-04
Epoch 33/500
2155/2162 [============================>.] - ETA: 0s - loss: 1.6300e-04 - mean_squared_error: 1.6300e-04
Epoch 00033: loss did not improve from 0.00016
2162/2162 [==============================] - 12s 5ms/step - loss: 1.6297e-04 - mean_squared_error: 1.6297e-04 - val_loss: 1.1148e-04 - val_mean_squared_error: 1.1148e-04
Epoch 34/500
2159/2162 [============================>.] - ETA: 0s - loss: 1.5867e-04 - mean_squared_error: 1.5867e-04
Epoch 00034: loss did not improve from 0.00016
2162/2162 [==============================] - 12s 6ms/step - loss: 1.5858e-04 - mean_squared_error: 1.5858e-04 - val_loss: 1.0344e-04 - val_mean_squared_error: 1.0344e-04
Epoch 35/500
2152/2162 [============================>.] - ETA: 0s - loss: 1.5244e-04 - mean_squared_error: 1.5244e-04
Epoch 00035: loss improved from 0.00016 to 0.00015, saving model to ./model_LSTM/84\35-0.0001.hdf5
2162/2162 [==============================] - 12s 6ms/step - loss: 1.5214e-04 - mean_squared_error: 1.5214e-04 - val_loss: 1.1153e-04 - val_mean_squared_error: 1.1153e-04
Epoch 36/500
2156/2162 [============================>.] - ETA: 0s - loss: 1.5410e-04 - mean_squared_error: 1.5410e-04
Epoch 00036: loss did not improve from 0.00015
2162/2162 [==============================] - 13s 6ms/step - loss: 1.5388e-04 - mean_squared_error: 1.5388e-04 - val_loss: 1.0360e-04 - val_mean_squared_error: 1.0360e-04
Epoch 37/500
2157/2162 [============================>.] - ETA: 0s - loss: 1.5400e-04 - mean_squared_error: 1.5400e-04 ETA: 0s - loss: 1.5475e-04 - mean_squared_err
Epoch 00037: loss did not improve from 0.00015
2162/2162 [==============================] - 20s 9ms/step - loss: 1.5393e-04 - mean_squared_error: 1.5393e-04 - val_loss: 1.1682e-04 - val_mean_squared_error: 1.1682e-04
Epoch 38/500
2162/2162 [==============================] - ETA: 0s - loss: 1.6018e-04 - mean_squared_error: 1.6018e-04
Epoch 00038: loss did not improve from 0.00015
2162/2162 [==============================] - 23s 11ms/step - loss: 1.6018e-04 - mean_squared_error: 1.6018e-04 - val_loss: 1.0418e-04 - val_mean_squared_error: 1.0418e-04
Epoch 39/500
2156/2162 [============================>.] - ETA: 0s - loss: 3.7198e-04 - mean_squared_error: 3.7198e-04
Epoch 00039: loss did not improve from 0.00015
2162/2162 [==============================] - 13s 6ms/step - loss: 3.7147e-04 - mean_squared_error: 3.7147e-04 - val_loss: 2.3765e-04 - val_mean_squared_error: 2.3765e-04
Epoch 40/500
2158/2162 [============================>.] - ETA: 0s - loss: 2.1687e-04 - mean_squared_error: 2.1687e-04
Epoch 00040: loss did not improve from 0.00015
2162/2162 [==============================] - 12s 6ms/step - loss: 2.1668e-04 - mean_squared_error: 2.1668e-04 - val_loss: 1.0737e-04 - val_mean_squared_error: 1.0737e-04
Epoch 00040: early stopping
Epoch 1/500
580/586 [============================>.] - ETA: 0s - loss: 0.0030 - mean_squared_error: 0.0030
Epoch 00001: loss improved from inf to 0.00303, saving model to ./model_LSTM/85\01-0.0043.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0030 - mean_squared_error: 0.0030 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 2/500
581/586 [============================>.] - ETA: 0s - loss: 0.0025 - mean_squared_error: 0.0025
Epoch 00002: loss improved from 0.00303 to 0.00253, saving model to ./model_LSTM/85\02-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0025 - mean_squared_error: 0.0025 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 3/500
579/586 [============================>.] - ETA: 0s - loss: 0.0024 - mean_squared_error: 0.0024
Epoch 00003: loss improved from 0.00253 to 0.00244, saving model to ./model_LSTM/85\03-0.0042.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0024 - mean_squared_error: 0.0024 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 4/500
581/586 [============================>.] - ETA: 0s - loss: 0.0024 - mean_squared_error: 0.0024
Epoch 00004: loss improved from 0.00244 to 0.00238, saving model to ./model_LSTM/85\04-0.0041.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0024 - mean_squared_error: 0.0024 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 5/500
579/586 [============================>.] - ETA: 0s - loss: 0.0024 - mean_squared_error: 0.0024
Epoch 00005: loss improved from 0.00238 to 0.00235, saving model to ./model_LSTM/85\05-0.0042.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 6/500
577/586 [============================>.] - ETA: 0s - loss: 0.0023 - mean_squared_error: 0.0023
Epoch 00006: loss improved from 0.00235 to 0.00231, saving model to ./model_LSTM/85\06-0.0041.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 7/500
579/586 [============================>.] - ETA: 0s - loss: 0.0023 - mean_squared_error: 0.0023
Epoch 00007: loss improved from 0.00231 to 0.00228, saving model to ./model_LSTM/85\07-0.0042.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 8/500
581/586 [============================>.] - ETA: 0s - loss: 0.0023 - mean_squared_error: 0.0023
Epoch 00008: loss improved from 0.00228 to 0.00226, saving model to ./model_LSTM/85\08-0.0042.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0023 - mean_squared_error: 0.0023 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 9/500
577/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00009: loss improved from 0.00226 to 0.00224, saving model to ./model_LSTM/85\09-0.0042.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 10/500
578/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00010: loss improved from 0.00224 to 0.00223, saving model to ./model_LSTM/85\10-0.0042.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 11/500
578/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00011: loss improved from 0.00223 to 0.00221, saving model to ./model_LSTM/85\11-0.0043.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 12/500
580/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00012: loss improved from 0.00221 to 0.00219, saving model to ./model_LSTM/85\12-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 13/500
580/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00013: loss improved from 0.00219 to 0.00218, saving model to ./model_LSTM/85\13-0.0042.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 14/500
580/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00014: loss improved from 0.00218 to 0.00216, saving model to ./model_LSTM/85\14-0.0043.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 15/500
581/586 [============================>.] - ETA: 0s - loss: 0.0022 - mean_squared_error: 0.0022
Epoch 00015: loss did not improve from 0.00216
586/586 [==============================] - 3s 6ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0043 - val_mean_squared_error: 0.0043
Epoch 16/500
581/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00016: loss improved from 0.00216 to 0.00213, saving model to ./model_LSTM/85\16-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 17/500
576/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00017: loss did not improve from 0.00213
586/586 [==============================] - 4s 7ms/step - loss: 0.0022 - mean_squared_error: 0.0022 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 18/500
582/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00018: loss improved from 0.00213 to 0.00211, saving model to ./model_LSTM/85\18-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 19/500
581/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00019: loss improved from 0.00211 to 0.00208, saving model to ./model_LSTM/85\19-0.0039.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 20/500
583/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00020: loss did not improve from 0.00208
586/586 [==============================] - 5s 8ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 21/500
580/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00021: loss did not improve from 0.00208
586/586 [==============================] - 4s 7ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 22/500
580/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00022: loss improved from 0.00208 to 0.00206, saving model to ./model_LSTM/85\22-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 23/500
583/586 [============================>.] - ETA: 0s - loss: 0.0021 - mean_squared_error: 0.0021
Epoch 00023: loss improved from 0.00206 to 0.00206, saving model to ./model_LSTM/85\23-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0021 - mean_squared_error: 0.0021 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 24/500
583/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00024: loss improved from 0.00206 to 0.00204, saving model to ./model_LSTM/85\24-0.0041.hdf5
586/586 [==============================] - 5s 8ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 25/500
586/586 [==============================] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00025: loss did not improve from 0.00204
586/586 [==============================] - 5s 9ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 26/500
586/586 [==============================] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00026: loss improved from 0.00204 to 0.00203, saving model to ./model_LSTM/85\26-0.0040.hdf5
586/586 [==============================] - 4s 8ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 27/500
584/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00027: loss improved from 0.00203 to 0.00202, saving model to ./model_LSTM/85\27-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 28/500
585/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00028: loss improved from 0.00202 to 0.00202, saving model to ./model_LSTM/85\28-0.0039.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 29/500
577/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00029: loss improved from 0.00202 to 0.00201, saving model to ./model_LSTM/85\29-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 30/500
580/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00030: loss did not improve from 0.00201
586/586 [==============================] - 5s 9ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 31/500
582/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00031: loss improved from 0.00201 to 0.00200, saving model to ./model_LSTM/85\31-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 32/500
582/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00032: loss did not improve from 0.00200
586/586 [==============================] - 3s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 33/500
579/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00033: loss did not improve from 0.00200
586/586 [==============================] - 3s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 34/500
580/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00034: loss improved from 0.00200 to 0.00200, saving model to ./model_LSTM/85\34-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 35/500
576/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00035: loss improved from 0.00200 to 0.00198, saving model to ./model_LSTM/85\35-0.0040.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 36/500
577/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00036: loss did not improve from 0.00198
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 37/500
576/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00037: loss improved from 0.00198 to 0.00196, saving model to ./model_LSTM/85\37-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 38/500
584/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00038: loss improved from 0.00196 to 0.00196, saving model to ./model_LSTM/85\38-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 39/500
581/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00039: loss improved from 0.00196 to 0.00195, saving model to ./model_LSTM/85\39-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 40/500
582/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00040: loss improved from 0.00195 to 0.00195, saving model to ./model_LSTM/85\40-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 41/500
578/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00041: loss improved from 0.00195 to 0.00194, saving model to ./model_LSTM/85\41-0.0041.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 42/500
585/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00042: loss improved from 0.00194 to 0.00193, saving model to ./model_LSTM/85\42-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 43/500
583/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00043: loss did not improve from 0.00193
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 44/500
584/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00044: loss did not improve from 0.00193
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 45/500
578/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00045: loss improved from 0.00193 to 0.00192, saving model to ./model_LSTM/85\45-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 46/500
577/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00046: loss did not improve from 0.00192
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 47/500
578/586 [============================>.] - ETA: 0s - loss: 0.0020 - mean_squared_error: 0.0020
Epoch 00047: loss did not improve from 0.00192
586/586 [==============================] - 3s 5ms/step - loss: 0.0020 - mean_squared_error: 0.0020 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 48/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00048: loss improved from 0.00192 to 0.00191, saving model to ./model_LSTM/85\48-0.0040.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 49/500
579/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00049: loss improved from 0.00191 to 0.00191, saving model to ./model_LSTM/85\49-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 50/500
586/586 [==============================] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00050: loss improved from 0.00191 to 0.00190, saving model to ./model_LSTM/85\50-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 51/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00051: loss improved from 0.00190 to 0.00190, saving model to ./model_LSTM/85\51-0.0038.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 52/500
580/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00052: loss improved from 0.00190 to 0.00190, saving model to ./model_LSTM/85\52-0.0039.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 53/500
582/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00053: loss improved from 0.00190 to 0.00189, saving model to ./model_LSTM/85\53-0.0040.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 54/500
583/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00054: loss did not improve from 0.00189
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 55/500
583/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00055: loss improved from 0.00189 to 0.00188, saving model to ./model_LSTM/85\55-0.0040.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 56/500
579/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00056: loss did not improve from 0.00188
586/586 [==============================] - 3s 5ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 57/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00057: loss improved from 0.00188 to 0.00187, saving model to ./model_LSTM/85\57-0.0040.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 58/500
585/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00058: loss did not improve from 0.00187
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 59/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00059: loss did not improve from 0.00187
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 60/500
580/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00060: loss improved from 0.00187 to 0.00186, saving model to ./model_LSTM/85\60-0.0041.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 61/500
579/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00061: loss improved from 0.00186 to 0.00186, saving model to ./model_LSTM/85\61-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 62/500
583/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00062: loss did not improve from 0.00186
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 63/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00063: loss improved from 0.00186 to 0.00185, saving model to ./model_LSTM/85\63-0.0038.hdf5
586/586 [==============================] - 3s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 64/500
582/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00064: loss did not improve from 0.00185
586/586 [==============================] - 3s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 65/500
581/586 [============================>.] - ETA: 0s - loss: 0.0019 - mean_squared_error: 0.0019
Epoch 00065: loss did not improve from 0.00185
586/586 [==============================] - 4s 6ms/step - loss: 0.0019 - mean_squared_error: 0.0019 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 66/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00066: loss improved from 0.00185 to 0.00183, saving model to ./model_LSTM/85\66-0.0040.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 67/500
585/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00067: loss did not improve from 0.00183
586/586 [==============================] - 4s 7ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 68/500
583/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00068: loss did not improve from 0.00183
586/586 [==============================] - 4s 7ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 69/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00069: loss improved from 0.00183 to 0.00183, saving model to ./model_LSTM/85\69-0.0039.hdf5
586/586 [==============================] - 4s 7ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 70/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00070: loss did not improve from 0.00183
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 71/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00071: loss improved from 0.00183 to 0.00182, saving model to ./model_LSTM/85\71-0.0041.hdf5
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 72/500
586/586 [==============================] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00072: loss did not improve from 0.00182
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0038 - val_mean_squared_error: 0.0038
Epoch 73/500
576/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00073: loss did not improve from 0.00182
586/586 [==============================] - 3s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 74/500
582/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00074: loss did not improve from 0.00182
586/586 [==============================] - 3s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0042 - val_mean_squared_error: 0.0042
Epoch 75/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00075: loss improved from 0.00182 to 0.00180, saving model to ./model_LSTM/85\75-0.0039.hdf5
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 76/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00076: loss did not improve from 0.00180
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0041 - val_mean_squared_error: 0.0041
Epoch 77/500
581/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00077: loss did not improve from 0.00180
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 78/500
585/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00078: loss did not improve from 0.00180
586/586 [==============================] - 3s 5ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0040 - val_mean_squared_error: 0.0040
Epoch 79/500
579/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00079: loss did not improve from 0.00180
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 80/500
584/586 [============================>.] - ETA: 0s - loss: 0.0018 - mean_squared_error: 0.0018
Epoch 00080: loss did not improve from 0.00180
586/586 [==============================] - 4s 6ms/step - loss: 0.0018 - mean_squared_error: 0.0018 - val_loss: 0.0039 - val_mean_squared_error: 0.0039
Epoch 00080: early stopping